{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 5. Matplotlib画图的简单实现",
   "id": "505f29b12cb9d842"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-28T07:53:59.266340Z",
     "start_time": "2025-02-28T07:53:57.985076Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:53:59.470340Z",
     "start_time": "2025-02-28T07:53:59.269846Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y, 通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "# 在执行程序的时候展示图形\n",
    "plt.show()"
   ],
   "id": "8c0a2901a7aa4c32",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.1 折线图的绘制",
   "id": "7d2e0622e41c1692"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:53:59.900828Z",
     "start_time": "2025-02-28T07:53:59.474342Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "73b8f3b7713b2d8a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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++ugj/eIXvzj/ygCcwpl3M7RrC7PcmSFEAH4VPlJTU5WSkmIux6RJk0x7ypQpJx4zY8YMc+DYzTffXL/VAn7u+FLbuWvztHlPw6wMAwCPnnBqe8IK4I/ueW+NPlu/W1f1aKk3fjrAdjkAUOfXbw7jALzMQ1d1kbOx7MJNe/Vt9iHb5QBAnRE+AC+TFNdYY/slmPYzC5j7AcD7ED4AL/TAsM4KCQrQisz9Wpm533Y5AFAnhA/ACyXGRujmQW1N+y8LMswEbwDwFoQPwEvdOzRJ4SGB+jb7sL7cnG+7HACoNcIH4KXiosPNQXOOv8zPkMs5wAgAvADhA/Bidw3upKiwYG3eU2SW3wKANyB8AF6saWSo/mNwR9N+duEWc4AiAHg6wgfg5e68rINiI0OVtb9Ef1+Ta7scADgnwgfg5RqHBevuKzqZ9guLtqqsssp2SQBwVoQPwAfcenE7tYoOV15Bqd7/+t+HPAKAJyJ8AD4gPCRI9w1LMu1pizN1pLzSdkkAcEaED8BHTBiQqLaxEdpfXK63v9phuxwAOCPCB+AjQoIC9dBVnU37taXbVHC0wnZJAHBahA/Ah4xObqMuLRursLRSbyzbbrscADgtwgfgQ4ICA/TwiK6m/dZXWdpfXGa7JAD4AcIH4GNG9Gip5IQYHSmv0iuLt9kuBwB+gPAB+JiAgAA9cnVN78e7q3Zq1+GjtksCgFMQPgAfdFlSc13UIVblVS699MVW2+UAwCkIH4CP9n48eqz346O0XLP1OgB4CsIH4KMGtI/Vld3iVOWq1nMLt9guBwBOIHwAPuzhEV3Mx3nr8vTd7kLb5QCAQfgAfFjP+Bhd16e1qqulZxbQ+wHAMxA+AB/30PAuCgyQFn23V2uyD9kuBwAIH4CvS4prrHH9Ekz7mQUZtssBAMIH4A8eGN5ZIUEB+irzgFZm7rddDgA/R/gA/EBC0wj9ZFBb0/7LggxVO5NAAMASwgfgJ+65MknhIYH6Nvuwvvgu33Y5APwY4QPwE3FR4brjkg6m/fSCDLlc9H4AsIPwAfiRu4Z0VFRYsDbvKdKn63fbLgeAnyJ8AH6kSUSo/nNwR9N2dj2trHLZLgmAHyJ8AH7mZ5d1UGxkqDnv5e9rcm2XA8APET4AP9M4LFh3X9HJtF9YtFWlFVW2SwLgZwgfgB+69eJ2ah0TrryCUr3/dbbtcgD4GcIH4IfCQ4J035WdTfuVJZkqKau0XRIAP0L4APzU+AEJatcsQvuLy/XOyh22ywHgRwgfgJ8KCQo0h845Xlu6TQVHKmyXBMBP1Dl8LFu2TKNGjVJ8fLwCAgI0Z86cHzzmu+++0+jRoxUTE6PIyEgNHDhQ2dmMKwOeZlRyvLq2jFJhaaVeX77NdjkA/ESdw0dJSYmSk5M1bdq0096/bds2XXbZZerWrZuWLFmidevW6Xe/+53Cw8Pro14A9SgoMEAPj6jp/XhrxQ7tKyqzXRIAPxBQfQEnTDk9H7Nnz9aYMWNOfG7ixIkKCQnR3/72t/P6noWFhabHpKCgQNHR0edbGoBacv4EjHllpdbmHNbPLm2v34/qabskAF6oLq/f9Trnw+Vy6bPPPlOXLl109dVXKy4uThdddNFph2aOKysrMwWffAFwH+dNxKMjupr2e6uytevwUdslAfBx9Ro+8vPzVVxcrCeffFLXXHONFixYoBtuuEFjx47V0qVLT/s1U6dONUnp+JWYmFifJQGohUuTmunijrEqr3LppS+22i4HgI+r954Px/XXX6+HHnpIffv21W9/+1v9+Mc/1vTp00/7NZMnTzZdNMevnJyc+iwJQG17P66u6f34KC1X2/cV2y4JgA+r1/DRvHlzBQcHq0ePHqd8vnv37mdc7RIWFmbGhk6+ALhf/3axGtYtTlWuaj23iN4PAF4SPkJDQ82y2oyMjFM+v2XLFrVr164+fxSABjDp2MqXeWvztCmP+VcAPCR8OHM60tPTzeXIysoy7eM9G48++qhmzpypN954Q5mZmXr55Zc1b9483X333fVfPYB61TM+Rj/u09q0n1146psIALC21NbZu2Po0KE/+Pztt9+ud955x7TfeustM5E0NzdXXbt21RNPPGHmgdQGS20Bu7btK9ZVzy6Vq1qadfcl6te2qe2SAHiBurx+X9A+Hw2B8AHY9+uP1+rD1Fxd0qmZ3v+Pi22XA8ALWNvnA4BvuH9YZ4UGBWrltgP6KnO/7XIA+BjCB4AfSGgaoZ9c1Na0/zI/w+yCCgD1hfAB4LTuHtpJjUKClJ5zWIu+y7ddDgAfQvgAcFpxUeG649L2pv3Mggy5nBmoAFAPCB8AzuiXgzsqKjxYm/cUad66PNvlAPARhA8AZ9QkItQEEMdzC7eooqrmCAUAuBCEDwBn9bNLO6hZZKh2HDiiv6fl2i4HgA8gfAA4q8iwYN09NMm0X/hiq0orqmyXBMDLET4AnNMtF7VV65hw7S4o1ftfn/6QSACoLcIHgHMKDwkyG485pi3OVElZpe2SAHgxwgeAWrmxf4LaN4vQgZJyvf1Vlu1yAHgxwgeAWgkJCtRDV3Ux7deWbVfBkQrbJQHwUoQPALU2qk+8urWKUlFppV5bts12OQC8FOEDQK0FBgbo4RFdTfvtr3ZoX1GZ7ZIAeCHCB4A6Gd49TsmJTXS0ospMPgWAuiJ8AKiTgIAA/frqmt4PZ9ntrsNHbZcEwMsQPgDU2aVJzfWjjs1UXuXSi4u22i4HgJchfAA4L48c6/34eE2utu8rtl0OAC9C+ABwXvq3a2rmf1S5qvUcvR8A6oDwAeC8Tbqqpvdj3to8bcortF0OAC9B+ABw3nrER2tUcrxpP7sww3Y5ALwE4QPABXloeGcFBQZo0Xf5Stt5yHY5ALwA4QPABenYorFu7Jdg2k/Pp/cDwLkRPgBcsPuHd1ZoUKD+tf2Avsrcb7scAB6O8AHggrVp0kg/uaitaf/P/AxVV1fbLgmAByN8AKgX9wxNUqOQIK3NOWzmfwDAmRA+ANSLFlFh+tml7U/M/XC56P0AcHqEDwD15peDOykqPFgZe4s0b12e7XIAeCjCB4B6ExMRoruGdDLt5xZuUUWVy3ZJADwQ4QNAvbrjkvZq3jhUOw4c0cdpubbLAeCBCB8A6lVkWLDuviLJtF/8YqtKK6pslwTAwxA+ANQ7Z9lt65hw7S4o1XtfZ9suB4CHIXwAqHfhIUF6YFhn035lcaZKyiptlwTAgxA+ADSIcf0T1KF5pA6UlOvtr7JslwPAgxA+ADSIkKBAPTi8pvfjtWXbVXCkwnZJADwE4QNAgxnVJ17dWkWpqLRSry3bZrscAB6C8AGgwQQGBujhEV1N++2vdii/qNR2SQC8MXwsW7ZMo0aNUnx8vAICAjRnzpxT7r/jjjvM50++rrnmmvqsGYAXGd49Tn0Tm+hoRZVeWUzvB4DzCB8lJSVKTk7WtGnTzvgYJ2zs3r37xPXBBx9caJ0AvJTzBuTXV9f0frz/dbZyDx2xXRIAy4Lr+gUjR44019mEhYWpVatWF1IXAB9ySVJzXdKpmVZuO2A2HvufG5NtlwTA1+Z8LFmyRHFxceratat+9atf6cCBA2d8bFlZmQoLC0+5APieR471fjhbrm/bV2y7HAC+FD6cIZe//vWv+uKLL/TUU09p6dKlpqekqur0WyxPnTpVMTExJ67ExMT6LgmAB+jXtqmZ/+Gqlv53+Xbb5QCwKKC6urr6vL84IECzZ8/WmDFjzviY7du3q1OnTlq0aJGGDRt22p4P5zrO6flwAkhBQYGio6PPtzQAHmjV9gOa+PoqRYYGafV/DTfnwADwDc7rt9OJUJvX7wZfatuxY0c1b95cmZmZZ5wf4hR58gXAN13UIVbtm0WopLxKn63fbbscAJY0ePjIzc01cz5at27d0D8KgIdzektvGtjWtGes5sA5wF/VOXwUFxcrPT3dXI6srCzTzs7ONvc9+uijWrVqlXbs2GHmfVx//fVKSkrS1Vdf3RD1A/Ay4/q3UVBggNZkH9aWvUW2ywHgDeEjNTVVKSkp5nJMmjTJtKdMmaKgoCCtW7dOo0ePVpcuXfTzn/9c/fv31/Lly83wCgDERYVrWLc40575TY7tcgB424RT2xNWAHinLzfv1Z3vpKppRIhWPTZMYcFBtksC4EsTTgHg+4Z0iVOr6HAdOlKhhZv22i4HgJsRPgC4nTPnY8KABNOesZqhF8DfED4AWDF+QKICAqQVmfuVc5DzXgB/QvgAYEVibIQuS2pu2h+m0vsB+BPCBwBrbhpYc5zCR6m5qqxy2S4HgJsQPgBYc1WPloqNDNWewlIt27rPdjkA3ITwAcAaZ4nt2JQ2pv0BE08Bv0H4AOARQy9fbs5XfmGp7XIAuAHhA4BVnVtGqX+7pqpyVevjNbm2ywHgBoQPAB7T++Fst+5hmy4DaACEDwDW/bhPazUOC9bOA0e0avtB2+UAaGCEDwDWRYQGa3TfeNOe8U227XIANDDCBwCPMPHY0Ms/N+zR4SPltssB0IAIHwA8Qu82MereOlrllS7N+XaX7XIANCDCBwCPEBAQcKL3YwYTTwGfRvgA4DHG9G2jsOBAbd5TpHW5BbbLAdBACB8APEZMRIiu7d3atJl4CvguwgcAj9zzY256nkrKKm2XA6ABED4AeJSLOsSqfbMIlZRX6bN1u22XA6ABED4AeNzE05sGtjVthl4A30T4AOBxxvVvo+DAAK3JPqwte4tslwOgnhE+AHicuKhwDeseZ9ozVufYLgdAPSN8APBIE48Nvcz6NldllVW2ywFQjwgfADzS4C4t1Co6XIePVGjBxr22ywFQjwgfADxSUGCAJgxIMO2Z3zD0AvgSwgcAjzV+QKICAqQVmfuVc/CI7XIA1BPCBwCPlRgbocuSmps2vR+A7yB8APCKiacfpeWosspluxwA9YDwAcCjDe8Rp9jIUO0tLNPSLftslwOgHhA+AHi0sOAgjU1pY9ozGHoBfALhA4DHmzio5rC5LzfnK7+w1HY5AC4Q4QOAx0uKi9KAdk1V5arWR2m5tssBcIEIHwC8wk0Da3o/PkzNkctVbbscABeA8AHAK1zXp7UahwVr54EjWpV1wHY5AC4A4QOAV4gIDdbovvGmzZ4fgHcjfADwGjcf2/Pjnxv26PCRctvlADhPhA8AXqNXm2j1aB2t8kqXZn+7y3Y5ANwVPpYtW6ZRo0YpPj5eAQEBmjNnzhkfe9ddd5nHPP/88+dbHwCc4Pw9Ob7sdsbqHFVXM/EU8IvwUVJSouTkZE2bNu2sj5s9e7ZWrVplQgoA1Jfrk9soLDhQGXuLtDa3wHY5ANwRPkaOHKk//vGPuuGGG874mF27dum+++7Te++9p5CQkPOpCwBOKyYiRNf2bm3aM7/Jtl0OAE+Y8+FyuXTbbbfp0UcfVc+ePc/5+LKyMhUWFp5yAcDZTDy258fc9DyVlFXaLgeA7fDx1FNPKTg4WPfff3+tHj916lTFxMScuBITa/6oAMCZDOoQqw7NI1VSXqVP1+XZLgeAzfCRlpamF154Qe+8846ZGFYbkydPVkFBwYkrJ4f1+wDOzvn7cnzHUw6bA/w8fCxfvlz5+flq27at6f1wrp07d+rhhx9W+/btT/s1YWFhio6OPuUCgHMZ26+NggMD9G32YWXsKbJdDgBb4cOZ67Fu3Tqlp6efuJzVLs78j/nz59fnjwLg5+KiwjWse5xps+Mp4F2C6/oFxcXFyszMPHE7KyvLhIzY2FjT49GsWbNTHu+sdmnVqpW6du1aPxUDwDETB7XV/I17NevbXP36mq4KDwmyXRKAhuj5SE1NVUpKirkckyZNMu0pU6bU9VsBwAUZ3LmFWseE6/CRCi3YtNd2OQAaqufjiiuuqNOugjt27KjrjwCAWgkKDND4AYl68YutZs+P0clsagh4A852AeDVxvdPkLO47qvMA8o+cMR2OQBqgfABwKslxkbosqTmpv1hKhNPAW9A+ADg9W4e1NZ8/CgtR5VVLtvlADgHwgcArze8e0vFRoZqb2GZlmTss10OgHMgfADweqHBgRrXr41ps+Mp4PkIHwB8wvHt1hdn5GtvYantcgCcBeEDgE9IiovSgHZNVeWq1sdpubbLAXAWhA8APrXj6fHt1l2u2u9HBMC9CB8AfMa1vVspKixY2QePaNX2A7bLAXAGhA8APiMiNFij+9bscsrEU8BzET4A+JSJA2uGXj7fsEeHSsptlwPgNAgfAHxKrzbR6tE6WuVVLs1J32W7HACnQfgA4FMCAgJ086CaZbczVufU6SBMAO5B+ADgc0b3baOw4EBl7C1Ses5h2+UA+B7CBwCfE9MoRNf1bn1i2S0Az0L4AODTO57OXZun4rJK2+UAOAnhA4BPGtQhVh2bR+pIeZU+W5dnuxwAJyF8APDZiafHez8+WM3QC+BJCB8AfNbYfgkKDgwwk0437ym0XQ6AYwgfAHxWi6gwDe/e0rSZeAp4DsIHAJ9207E9P2Z/u0ulFVW2ywFA+ADg6wZ3bqH4mHAdPlKhBZv22i4HAOEDgK8LCgzQ+AHHdzzNtl0OAMIHAH8wfkCCAgKkldsOaOeBEtvlAH6P8AHA5yU0jdDlnVuY9oepTDwFbCN8APALE4/t+fFRaq4qq1y2ywH8GuEDgF9wltw2iwxVflGZlmTss10O4NcIHwD8QmhwoMb1TzDtGd8w8RSwifABwG9MOLbq5cvN+dpTUGq7HMBvET4A+I2kuMYa2L6pXNXS39fk2i4H8FuEDwB+5aaBbU9st+5yUggAtyN8APAr1/ZupaiwYGUfPKJV2w/YLgfwS4QPAH4lIjRY16fEm/YHHDYHWEH4AOB3Jh4bepm/YY8OlZTbLgfwO4QPAH6nV5sY9YyPVnmVy5x2C8C9CB8A/HrHU2fiaXU1E08BdyJ8APBLo/u2UXhIoDL2Fik957DtcgC/UufwsWzZMo0aNUrx8fEKCAjQnDlzTrn/8ccfV7du3RQZGammTZtq+PDh+vrrr+uzZgC4YDGNQnRt79amPWM1E08Bjw4fJSUlSk5O1rRp0057f5cuXfTyyy9r/fr1WrFihdq3b68RI0Zo3z7OUgDgmRNP563LU3FZpe1yAL8RUH0Bg51Oz8fs2bM1ZsyYMz6msLBQMTExWrRokYYNG3bO73n88QUFBYqOjj7f0gDgnJw/f8OeWart+0v05NjemjioJowAqLu6vH436JyP8vJyvf7666YYp7fkdMrKykzBJ18A4A7OG6ibjk08ncGeH/CTwP3bv6/T+19nW51o3SDh49NPP1Xjxo0VHh6u5557TgsXLlTz5s1P+9ipU6eacHL8Skys+UMAAO4wtl+CggMDzKTTzXt48wPf9u6qnSZo/+6TDdq2r8S3wsfQoUOVnp6ulStX6pprrtGECROUn59/2sdOnjzZdNEcv3JyePcBwH1aRIXpqh4tTZuJp/BlaTsP6f99usm0f3tNN3PQok+FD2elS1JSki6++GK9+eabCg4ONh9PJywszIwNnXwBgDsdH3pxNhwrraiyXQ5Q7/YVlenu99JUUVVtzjf6xeUd5PP7fLhcLjO3AwA80eWdWyg+JlwFRys0f+Me2+UA9aqyyqV731+jvYVlprfjf25MNvOdvCp8FBcXmyEV53JkZWWZdnZ2tlmG+9hjj2nVqlXauXOn0tLSdOedd2rXrl0aP358Q9QPABcsKDBA4wf8e8dTwJc89flmfZ11UJGhQZp+a381Dgu2XVLdw0dqaqpSUlLM5Zg0aZJpT5kyRUFBQdq8ebPGjRtn9vtwNiM7cOCAli9frp49ezZE/QBQL8YPSJDzZnDltgPaecDeRDygPn22brfeWJ5l2k+PT7Y6z+NkdY4/V1xxxVmX58yaNetCawIAt0toGqHBnVto6ZZ9pvfj19d0s10ScEG27i3Sox+vNe1fDumokcd29PUEnO0CAN87bO6jtFwzTg54q6LSCv3y3TQdKa/Sjzo206MjusqTED4A4Jhh3VuqWWSoWRmwOIMjIeCdqqur9ehH67R9X4lax4TrpZ+kKDjIs17uPasaALAoNDhQ4/onmPbMb7JtlwOcl9eWbdfnG/coJChAr9zST80bh8nTED4A4CQTjq16+XJzvvYUlNouB6iTlZn79T+fbzbt34/qqZS2TeWJCB8AcBJnNcCg9rFyVUsfp7HsFt4j7/BR3fvBt+Z398b+CbrlIs89KJHwAQBn2PF0ZmqOXM5fcsDDlVVW6VfvrdHBknL1jI/WH8f0sr6R2NkQPgDge67t3VpRYcHKOXhU/9p+wHY5wDn9v3mbtDbnsGIahZiNxMJDguTJCB8A8D2NQoN0fUq8aTsngAKe7KPUHL33dbbZJO/5iX2VGBshT0f4AIDTmDiwZrx8/oY9pisb8EQbdhXov+ZsMO0Hh3XR0K5x8gaEDwA4jV5tYtSrTbTKq1zmtFvA0xwqKddd76apvNKlK7vF6b4rk+QtCB8AcAY3Hev9cPb8ONuxEoC7Vbmq9cDMdOUeOqq2sRF6bkJfBQZ67gTT7yN8AMAZjE6OV3hIoLbsLda3OYdtlwOc8MIXW7Vsyz7z++lMMI2JCJE3IXwAwBk4KweclS+OmauZeArP8MV3e/XiF1tNe+rY3uoRHy1vQ/gAgFpMPJ23Lk/FZZW2y4Gf27G/RA/OTDftn/6onW5IqTkOwNsQPgDgLAa2b6qOLSLN6aDz1ubZLgd+7Gh5lZlgWlRaqX5tm+i/r+shb0X4AICzcHaJnHhsx1P2/IAt1dXVemz2em3eU6TmjUP1yi39zUGI3sp7KwcANxnbL0HBgQFmB8nvdhfaLgd+6G+rdpol30GBAXr5J/3UKiZc3ozwAQDn4BxJflWPlqY9k94PuFnazoNm+3TH5JHddHHHZvJ2hA8AqMNhc867z9KKKtvlwE/kF5Xq7vfWqNJVrev6tNbPL+sgX0D4AIBauLxzC7Vp0kgFRys0f+Me2+XAD1RUuXTv+99qb2GZkuIa63/G9fHok2rrgvABALXgjLWPH1CzrHEGe37ADZ7652atzjqoxmHBeu22/ooMC5avIHwAQC2NH5BoTg791/YDZr8FoKF8ui5P/7siy7SfHp+sTi0ay5cQPgCglpxhl8GdW5j2h6n0fqBhbNlbpF9/vM607xrSSdf0aiVfQ/gAgDo4vufHR2m5ZkweqE9FpRW6629pZlO7S5Oa6ZERXeSLCB8AUAfDurdUs8hQ7Ssq0+LN+bbLgY9tJPbIR2u1fX+JWseE68WJKQoO8s2Xad/8fwUADcTZVfLG/jUTT9nzA/Vp+tLtmr9xr0KDAvXqrf3VrHGYfBXhAwDqaMKxoZfFGfnaU1Bquxz4gK8y9+sv8zeb9uOje6pvYhP5MsIHANSRs/JgUPtYuaqlj9Po/cCF2XX4qO774Fvz+zS+f4JuHlQTbn0Z4QMALmDH05mpOXI5rxrAeSirrNLd76bpYEm5erWJ1h/G9PKZjcTOhvABAOfh2t6tFRUerJyDR7Vy2wHb5cBLPT53k9bmFqhJRIhevaW/wkOC5A8IHwBwHhqFBmlM3zamPeObbNvlwAt9+E2OPlidbTaue2FiihJjI+QvCB8AcIFDLws27jXd5kBtbdhVoP/+ZINpTxreRUO61Gxe5y8IHwBwnnq1iTHj9OVVLnPaLVAbh0rK9cu/pam80qXh3eN0z9Ak+RvCBwBcgJsGtjUfZ6zONptEAWdT5arWAzPTzQqXds0i9MyEvgoM9P0Jpt9H+ACAC3B933iFhwRqa36x1mQftl0OPNzzi7Zo2ZZ95ndm+q39FdMoRP6I8AEAFyA6PETX9Y437ZlMPMVZLNq0Vy99mWnaT47to+6to+WvCB8AcIEmHtsUat7a3eZgMOD7duwv0UMfppv2HZe015iUmpVS/qrO4WPZsmUaNWqU4uPjzUYoc+bMOXFfRUWFfvOb36h3796KjIw0j/npT3+qvLy8+q4bADzGgHZN1bFFpI5WVOnTdbttlwMPc6S8Une9m6ai0kr1b9dUj13bXf6uzuGjpKREycnJmjZt2g/uO3LkiNasWaPf/e535uOsWbOUkZGh0aNH11e9AOBxnDdiE48tu3UmngLHOZOQJ89ar817itS8cZheuaWfOZzQ3wXX9QtGjhxprtOJiYnRwoULT/ncyy+/rEGDBik7O1tt29bMCgcAXzO2X4L+Mj/D7Fa5Ka9QPeL9dzwf//Z/K3fok/Q8BQUGaNpPUtQyOtx2SR6hweNXQUGBeVfQpMnpT+grKytTYWHhKRcAeBvnXe1VPVqa9oepHDYHKXXHQf3xs+9M2xlquahjM9sl+Uf4KC0tNXNAbr75ZkVHn/5dwNSpU02PyfErMdH3T/MD4Nt7fsxak6vSiirb5cCi/KJS3f3eGlW6qvXjPq1156XtbZfkH+HDmXw6YcIEM9716quvnvFxkydPNr0jx6+cHN4xAPBOlyU1V5smjVRYWqn5G/fYLgeWVFS5dO973yq/qExdWjbWU+P6+MVJtdbDx/HgsXPnTjMH5Ey9Ho6wsDBz/8kXAHgjZ1x//IAE03YODIN/evKfm7V6x0E1Dgs2G4lFhtV5eqXPC2yo4LF161YtWrRIzZoxxgXAf4wfkGhOKV21/aCy9pfYLgduNndtnt5ckWXaz0xIVscWjW2X5Bvho7i4WOnp6eZyZGVlmbazmsUJHjfeeKNSU1P13nvvqaqqSnv27DFXeTknPgLwfc6wy/ETSpl46l+27C3Sbz5eZ9p3X9FJV/dsZbsk3wkfTrBISUkxl2PSpEmmPWXKFO3atUtz585Vbm6u+vbtq9atW5+4Vq5c2RD1A4DHOb7nx8dpuWb8H76vsLRCd/0tzWw058z9eXhEV9slebQ6D0RdccUVZz25kVMdAfi7K7u1VPPGodpXVKYvN+fzDtjHuVzVeuTDtdq+v0TxMeF6YWJfM/8HZ8Y2awBQz5wdLMf1q5l4OvMbhl583fRl27Rg016FBgXq1Vv7q1njMNsleTzCBwA0gAnHhl6WZORrd8FR2+WggazYul9Pz88w7Seu76nkxNNvqIlTET4AoAF0atFYgzrEylUtfZyaa7scNIBdh4/qvg/WmH/jmwYk6uZBHCFSW4QPAGjgiaczU3PMvAD4DmcH21+9m6ZDRyrUu02M6fVA7RE+AKCBjOzVWlHhwco9dFRfbdtvuxzUoyfmbdS63AI1iQjRq7f2U3hIkO2SvArhAwAaSKPQII3p28a0ZzDx1GfM/CZbH6zOMZvJvTgxRQlNI2yX5HUIHwDQgG46NvSyYOMeHSxhs0Vvty73sH73yUbTfviqLhp8bEM51A3hAwAaUK82MWZOQEVVtTntFt7LCY+/eneNyitdGt69pe6+Isl2SV6L8AEAbur9cPb8YCNG71TlqtYDM741K1zaN4sw57YEspHYeSN8AEADG903XuEhgdqaX6w12Ydsl4Pz8NzCLVq+db8ahQRp+m39FdMoxHZJXo3wAQANLDo8RNf1jjftGauZeOptFm7aq5cXZ5r2k+N6q1uraNsleT3CBwC4wcRBNUMvn67braLSCtvloJay9pdo0syaU9zvuKS9rj+2egkXhvABAG4woF1TdWoRaU49nbd2t+1yUAtHyivNSbVFZZXm3++/rutuuySfQfgAADcICAjQxIFtT+wTAc/mTAyePGu9MvYWqUVUmF65pZ9CgnjJrC88kwDgJjf0a6OQoACtzS3QprxC2+XgLN5ZuUOfpOcpODDABI+46HDbJfkUwgcAuEnzxmG6qkdL06b3w3N9s+Og/vTZd6b92LXdNbB9rO2SfA7hAwDc6KZjQy+zv91lDieDZ8kvLNXd761Rpatao5Pj9bNL29suyScRPgDAjS5Paq42TRqpsLRSn2/YY7scnKSiyqV73l+jfUVl6toyyiyrdebqoP4RPgDAjZxdMScMqFl2O4OhF48y9R+b9c2OQ4oKCzYbiUWEBtsuyWcRPgDAzcYPSDAnoq7aftDsIwH7Pknfpbe+yjJtZ+v0Ds0jbZfk0wgfAOBm8U0aacix01Cd815gV8aeIv327+tN+56hnTSiZyvbJfk8wgcAWDDx2GFzH6flmrkGsKOwtEJ3vZtmNn+7vHNzTbqqq+2S/ALhAwAsGNa9pZo3DtX+4jJ9uTnfdjl+yeWq1sMfrjVDX84k4BcmpiiIk2rdgvABABY4u2WO659g2gy92PHq0m3m0LjQ4EC9ems/xUaG2i7JbxA+AMCSm46telmSka/dBUdtl+NXlm/dp2cWZJj2H67vqT4JTWyX5FcIHwBgSccWjTWoQ6xc1dJHqbm2y/EbuYeO6P4PvjXPuzP35vjGb3AfwgcAeMDEU2foxZmDgIbl7Cr7q3fX6NCRCvVJiNHjo3vaLskvET4AwKJre7dWVHiwdh0+qq+27bddjs97fO5Grd9VoKYRIebAuPCQINsl+SXCBwBY5Lz43ZDSxrRnMPG0Qc1YnW2eY2dBy4s3pyihaYTtkvwW4QMALLvp2NDLgo17dKC4zHY5Pmld7mFNmbvRtB8e0VWXd67Z5A12ED4AwLKe8THq3SZGFVXV5rRb1K+DJeVmnkd5pUtX9WipXw3pZLskv0f4AAAP6v1whgWqq5l4Wl+qXNVmZYszp8Y5r8U5t8U53A92ET4AwANc3zdejUKClJlfrDXZh2yX4zOeXZihFZn7zXM7/db+ig4PsV0SCB8A4BmiwkN0XZ/Wpj1jNRNP64Mzh2ba4m2m/dSNfdS1VZTtknAM4QMAPGzPj0/X7VZRaYXtcrza9n3F5twWx52XdtDo5HjbJeEkhA8A8BD92zVVpxaR5oTVuWvzbJfjtY6UV5qTaovKKjWofawmX9vNdkn4HsIHAHiIgIAATTy21TeHzZ0fZ7Lub/6+Xlv2FisuKkwv35JiDvGDZ6nzv8iyZcs0atQoxcfHm/9Q5syZc8r9s2bN0ogRI9SsWTNzf3p6en3WCwA+bWy/NgoJCtC63AJtzCuwXY7XefurHZq3Nk/BgQFmB9O4qHDbJaE+wkdJSYmSk5M1bdq0M95/2WWX6amnnqrrtwYAv9escZhG9Ghl2h/S+1Enq7MO6s//+M60//u67hrQPtZ2STiDYNXRyJEjzXUmt912m/m4Y8eOun5rAMCxPT8+W7/bbDg2+drunD9SC/mFpbrn/TWqdFWbZcu3X9Ledkmoz/BR38rKysx1XGFhodV6AMC2y5Kaq02TRmZjrIdmpqtVDEMH5/L19oPaV1Smbq2iNHVsbzPsD89lPXxMnTpVTzzxhO0yAMBjODtwOr0fzy7con9u2GO7HK/hnA7sbCQWEWr9pQ3nYP1faPLkyZo0adIpPR+JiTVr3QHAX/3n4I4KDQ5kv49aCgoI0KjkeLVvHmm7FHhD+AgLCzMXAODfnHked3EAGnwUi58BAIBn93wUFxcrMzPzxO2srCyzl0dsbKzatm2rgwcPKjs7W3l5NbvzZWRkmI+tWrUyFwAA8G917vlITU1VSkqKuRzOfA2nPWXKFHN77ty55vZ1111nbk+cONHcnj59en3XDgAAvFBAtbMXrQdxJpzGxMSooKBA0dHRtssBAAD1/PrNnA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBfp9p+3/ENV52d0gAAgHc4/rpdm43TPS58FBUVmY+JiYm2SwEAAOfxOu5ss+5VZ7u4XC5zIm5UVJQCAgLqPZU5oSYnJ4dzY86B56r2eK5qj+eqbni+ao/nyv5z5cQJJ3jEx8crMDDQu3o+nIITEhIa9Gc4Tza/nLXDc1V7PFe1x3NVNzxftcdzZfe5OlePx3FMOAUAAG5F+AAAAG7lV+EjLCxMv//9781HnB3PVe3xXNUez1Xd8HzVHs+Vdz1XHjfhFAAA+Da/6vkAAAD2ET4AAIBbET4AAIBbET4AAIBb+UX4WLZsmUaNGmV2XXN2TZ0zZ47tkjzW1KlTNXDgQLPDbFxcnMaMGaOMjAzbZXmkV199VX369DmxUc+PfvQj/fOf/7Rdlld48sknzX+LDz74oO1SPM7jjz9unpuTr27dutkuy2Pt2rVLt956q5o1a6ZGjRqpd+/eSk1NtV2WR2rfvv0Pfrec65577nF7LX4RPkpKSpScnKxp06bZLsXjLV261Pwirlq1SgsXLlRFRYVGjBhhnkOcytmJ13kRTUtLM3/srrzySl1//fXauHGj7dI82jfffKPXXnvNBDecXs+ePbV79+4T14oVK2yX5JEOHTqkSy+9VCEhISb4b9q0Sc8884yaNm1quzSP/W9v90m/V87feMf48ePdXovHba/eEEaOHGkunNvnn39+yu133nnH9IA4L7CDBw+2VpcncnrTTvanP/3J9IY4wc158cAPFRcX65ZbbtEbb7yhP/7xj7bL8VjBwcFq1aqV7TI83lNPPWXOKHn77bdPfK5Dhw5Wa/JkLVq0OOW28+apU6dOGjJkiNtr8YueD5y/goIC8zE2NtZ2KR6tqqpKM2bMMD1EzvALTs/pVbvuuus0fPhw26V4tK1bt5ph4o4dO5qwlp2dbbskjzR37lwNGDDAvHN33iSlpKSYYItzKy8v17vvvqs777yz3g9xrQ2/6PnA+Z8w7IzJO92avXr1sl2OR1q/fr0JG6WlpWrcuLFmz56tHj162C7LIznhbM2aNabrF2d20UUXmR7Hrl27mq7xJ554Qpdffrk2bNhg5mLh37Zv3256GydNmqTHHnvM/G7df//9Cg0N1e233267PI82Z84cHT58WHfccYeVn0/4wFnfpTp/8BhvPjPnBSI9Pd30EH388cfmD54zb4YAcirn6O4HHnjAjDGHh4fbLsejnTxE7MyLccJIu3bt9OGHH+rnP/+51do88Q2S0/Px5z//2dx2ej6cv1nTp08nfJzDm2++aX7XnB42Gxh2wWnde++9+vTTT7V48WIzsRKn57zDSkpKUv/+/c1KIWdi8wsvvGC7LI/jzBnKz89Xv379zHwG53JC2osvvmjazrAVTq9Jkybq0qWLMjMzbZficVq3bv2DoN+9e3eGqc5h586dWrRokX7xi1/IFno+cArnqJ/77rvPDB8sWbKEyVvn8U6srKzMdhkeZ9iwYWaI6mQ/+9nPzBLS3/zmNwoKCrJWmzdM0t22bZtuu+0226V4HGdI+PtbAWzZssX0FOHMnAm6zhwZZ/6VLcH+8h/vye8asrKyTFe5M4mybdu2VmvzxKGW999/X5988okZX96zZ4/5fExMjFlDj3+bPHmy6bZ0foeKiorM8+YEtvnz59suzeM4v0vfnzcUGRlp9mZgPtGpHnnkEbOSynkBzcvLM6ePOuHs5ptvtl2ax3nooYd0ySWXmGGXCRMmaPXq1Xr99dfNhTO/QXLChzMs5fQ6WlPtBxYvXuyc3PuD6/bbb7ddmsc53fPkXG+//bbt0jzOnXfeWd2uXbvq0NDQ6hYtWlQPGzasesGCBbbL8hpDhgypfuCBB2yX4XFuuumm6tatW5vfqzZt2pjbmZmZtsvyWPPmzavu1atXdVhYWHW3bt2qX3/9ddslebT58+ebv+kZGRlW6whw/sde9AEAAP6GCacAAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAEDu9P8BtqdJQBjjBNMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.2 折线的颜色和形状设置",
   "id": "7735a05b1865cc83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:00.179358Z",
     "start_time": "2025-02-28T07:53:59.907335Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red', alpha=0.5, linestyle='--', linewidth=3)\n",
    "plt.show()"
   ],
   "id": "7f705a5648219f41",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.3 折点样式",
   "id": "a15a2aec3b2cfca1"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:00.461589Z",
     "start_time": "2025-02-28T07:54:00.182364Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "aeec09b327503dd9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.4 设置的图片的大小和保存",
   "id": "b6912571b8f413f6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:01.011428Z",
     "start_time": "2025-02-28T07:54:00.470616Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "\n",
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)  # 传入x和y, 通过plot画图\n",
    "# plt.savefig('t1.png')\n",
    "plt.savefig('t1.svg')"
   ],
   "id": "891e9ced9602c3dd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.5 绘制x轴和y轴的刻度",
   "id": "45d585cb305637d5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:01.394443Z",
     "start_time": "2025-02-28T07:54:01.017927Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x, x_ticks_label, rotation=45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y), max(y) + 1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "# 绘 图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "c67b25694382c9d9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.6 设置显示中文",
   "id": "d3e2ced832114ac4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:01.779557Z",
     "start_time": "2025-02-28T07:54:01.401976Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in range(120)]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18)\n",
    "plt.xlabel('时间', rotation=45, fontproperties=my_font)  # 设置x轴的标签\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)  # 设置y轴的标签\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数', color='red', fontproperties=my_font)\n",
    "plt.show(x, y)"
   ],
   "id": "1390b50d111b038e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.7一图多线",
   "id": "7a0a4e2554236bdf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:02.170752Z",
     "start_time": "2025-02-28T07:54:01.781561Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)  # # 设置图形\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y1, color='red', label='自己')\n",
    "plt.plot(x, y2, color='blue', label='同事')\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font, rotation=45)\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "ebff472eeff08a27",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.8 多个子图",
   "id": "67754f7a37dec102"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T07:54:40.719788Z",
     "start_time": "2025-02-28T07:54:39.707543Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)  #划分子图\n",
    "# print(x)  #打印x轴的位置\n",
    "fig, axes = plt.subplots(2, 2)  # 画4个子图\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #作图 1\n",
    "ax1.plot(x, x)  # 作图 2\n",
    "ax2.plot(x, -x)  #作图 3\n",
    "ax3.plot(x, x ** 2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "bd60051fe337e9dd",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n",
      " 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
      " 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96\n",
      " 97 98 99]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T08:04:33.431900Z",
     "start_time": "2025-02-28T08:04:32.421508Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1, 100)\n",
    "#新建 figure 对象\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #新建子图 1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax2 = fig.add_subplot(2, 2, 2)  # fig的作用是新建一个figure对象，add_subplot的作用是添加子图\n",
    "ax2.plot(x, x ** 2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  # grid的作用是将网格线加上颜色，线宽，透明度\n",
    "# 新建子图 3\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax3.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "eec47a516dff5cbb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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mDAQ6S2urNHu29xr2oT72o0Z2oz72o0aH2bGvXpc/Ot8JA+86J99ZI9u1MNCl+jBCEACAIA0CH5u7Wc/M36a6plbl9YjX7VPydP6wXoSAAAAACFiFpdW65u+LtKuyQb++cIiuPTVbwYhAEACAIJsa8din3iCwvrlV+enxumNKvqYP7enup6IAAABAF1uxfZ9ueGKRqhta9KfvjNRFo3orWBEIAgAQBEqrG/TYnM16duE2NTS3aWDPBGdE4LQhBIGAz7CQu92oj/2okd2oj/2CvEZzC8p08zNL1ebx6PHrxuqsAT0UzPVhl2EAAAI8CPzrnM167pAg8I4peTqPILBL0Zfxf9QQAIDA8faqnfrxSysUExGmJ24YpzF9UxQM2GUYAIAgU1rVoEfmbNLzC4vU2NKmwb0SnRGB5w5OJwgE3GA+gy8vl1JT2d3RRtTHftTIbtTHfkFco2cWbNN//nO10uKj9PT3xmtgz0RZx4X6sMswAAABpKSyQfe+tUYT/+cTPfHZVuX2iNdj14zRO7dP1DTWCQTcY3YNXLCA3R1tRX3sR43sRn3sF4Q1MhNiH/ioQP/x5mr1TYnVa7ecZmcY6FJ9GCEIAEAA2FVZr0dnb9ILi7erqaVNQ3snOpuFTB3UQyFB9ikwAAAAgltrm8f5kNyMDhySkagnbxivtIQot5tlFQJBAAD82M599Xpk9ia9ZILA1jYNz0xy1gg8eyBBIAAAAIJPY0ur7npppd75YpdO699df71mjBKiI9xulnUIBAEA8EM7nCCwUC8vLnaCwBF9knXnlDxNHpBGEAjYKiHB7RbgWKiP/aiR3aiP/YKgRtUNzc5Owp9v2qMLhvXS/d8ZoajwMPmFBN/Wh12GAQDwI8V76/Tw7E16Zcl2Nbd6NNIEgVPzNCmfINAm9GX8HzUEAMC/lFU36vonFmnNzipde2pf/dc3hygsyNfPzmSXYQAA/Nv2Cm8Q+OpSbxA4OitZd0zN15l5qQSBgD9oa5NMhzwzUwplXz/rUB/7USO7UR/7BXiNtpbX6tp/LFJRRZ3uOidfPzo717/6yG2+rw+BIAAAlgeBf/mkUK8uLVZLm0dj+3bTHVPzNDGXIBDwK6ajv3KllJERkG/E/B71sR81shv1sV8A1+iL4krd8OQiVdQ26f9dMkxXjs+S32nzfX0IBAEAsFDRnjo99EmBXl+2wwkCx2V3051T852FkQkCAQAAAOnTjWX6wbNLnV2FH716jM4d0tPtJvkNAkEAACyb7vDQJ4V6Y/kOp2Mzvl+Ks1nIqQSBAAAAwAFvLt+hn7yyUnFR4Xr6xrEam53idpP8CoEgAAAW2FJeqwc/LtA/V+x0gsAJOSm6Y0q+EwQCCAAm0E9L817DPtTHftTIbtTHfgFUI7M37t/mbtF/v7tOvZKi9fSN45WX7uc7KIf4vj6BNXEcAAA/s7msRne9tEJT/m+2Mz14fHaKXpwxQS/OOJUwEEHp3Xff1ejRozVy5EgNHTpUTz31lHO8tLRU06ZNU15ennP8008/PfA7Hb3Np8LCpAkTvNewD/WxHzWyG/WxX4DUqK3No1+/vdYJA/PT4/X6raf5fxjoUn0YIQgAgAs2ldXowVkFemvlTrV5pNNzuzsjAs0UYSBYmU/8r776as2ePVvDhw/X1q1bNXDgQF1yySX6+c9/rgkTJui9997T4sWLdfHFF2vLli2KiIjo8G0+Xyy8oEDKywu4xdwDAvWxHzWyG/WxXwDUqKG5VXe/vFLvfLHL6TM/fs1YJcX6+PU8gOoT3lmf5P7yl79UW1ubWlpadM899+i6665zPpG99tprtWnTJkVFRenhhx/WmWee2RkPCQCAXyosrdaDHxc6QaDHI2e3YLNr8DjWPAEcZq3Mffv2OV9XVVWpe/fuTj/y5ZdfVmFhoXN83LhxysjI0Jw5czR16tQO33ZcLS2HNsz7qX1rq0kuDx43nXZzOdrx9vsw1+vWSTk5hx9vZ+7bPMaXj4eHe+/X3P+JHjdvKszly20/2vGOntPx2u5P59TU5K1P377exwuEcwq0OpnfP7RGgXBOgVQn067166X+/Q+/D38+p0CrU/vrUL9+UmSk351TZX2zvv/cci3aulcXDO2p//v2UEVH7G9XINSpufnwv3GddU5dGQh29JNcAACCScHuav3540K9vcobBJ6Rl6o7p+ZpTF+CQODQMPCll15y+pFxcXHau3evXn/9dVVXV6u5uVk9ex7cOTA7O1tFRUXas2dPh277svvvv9+5tKuprJRmzjz4A1lZ0ogR0urV0qG/n58vDRggLV4slZUdPG5+1vzOvHlSdbX3DcDSpdIpp0i9ekkffnh4p33yZCkm5vDHNKZPl+rrpdmzDx4zbxTM8fJyacGCg8cTErz3U1wsrVx58LhZk8hMQzIjDzZu7Lxzamfu2zyGP5/TZ59563PotC1/P6dAq1NGhrR2rff79il1/n5OgVQn8zeuosL7daCcU6DVqf11aPhw74dTfnROOxul69aEqKA+RDee3k+/TK1U6EcfBF6dlh7yOtRZ53QMIR6T6J0E8+upqal64403nNF/q1at0vTp053gLyUlxflEtr0TNn78eN13333H/UQ2MzNTxeZ/KgAAfm6jCQJnFThTG8wr7qT8NN0+xQSB3dxuGroQfZmOMTNNTD/x17/+tdOvNB8of+tb39KKFSuUlZWlxsbGAz97+eWXO2sDXnjhhc6ov69724033nj8Gm7d2rkjBN97T7rgAsl8OO4PoxUCeaTMl483NHjrM20aIwRtPSfz+2+/fbBGgXBOgVQn06733/f+jfsyfz2nQKtT++vQ+ef71QjBtTsrdcPTy7S7ulG/PH+gbjqzf2DWqbHRG+a1/43rpHPKzM4+ap803I1Pco/7iWxNzck2CwAAV60vqdKDswr17mpvEDh5QJrumJKnUVkEgcDRmOBv586dB5aYMVN8TTBnPnAODw9XSUnJgb6lmZViQkIzpbgjt52Q9tDhUEdb7Ptox9vvw3TSzTSt9nWBjnTfRztufvfrHG9/E3Gixzt6Tidz3LZzMiGtqY+5PvRn/PmcAq1O5sX0SDU6Wtv94ZyO1kZ/PCfzWNnZB0OPE227zed0vDb62zm1vw61f+8H5zR3c4VueXaZmlra9MAVI3XhyN6Hn9PJtN22Opn7PtnXoWMdP4LQzvgk97e//a0TAm7btk2zZs3SNddc4xw/UXfddZeTWLZf4uPjT7ZZAAC4Yt2uKt3y7FJN+9NcZ1TgWQN66M0fnq4nbxhPGAgcR58+fbRr1y6tM2vomDU3CwudtagHDBigyy67TI8++qhz3Iwc3LFjhyZNmuR839HbfKp9+o+f7+4YsKiP/aiR3aiP/fysRq8s2a4bnlis0BDp6e+NPxgGBqow39cn3I1PcgEACDRrd1Y5U4PfW1PifD91UA9navDwzGS3mwb4jfT0dD322GPOtN7Q0FBnw7qHHnrI6T/+/ve/dz50zsvLU2RkpJ599tkD61J39DafMlOEzLpBQ4f6zZuxoEJ97EeN7EZ97OcnNTLL0v15VqH++NFG9U6O0ZM3jFNeeoICXqvv6xPemZ/kDho06Iif5N57773ufiILAEAXWb2j0gkCP1i72/l+6qB0Z2rwsMwkt5sG+KUrr7zSuRwpLPzgg0MWEO+E23zKTHc0S+cMGeJ2S3Ak1Md+1Mhu1Md+flCj5tY2/fKN1XppyXYNyUjUP64fp/TEaAUFj+/rE+7WJ7kAAPh7EPjArAJ9uD8IPHdwujMicGhvgkAAAADg66huaNYPn1+uTzeWOZvw/eWq0YqPOunICscQ7tYnuQAA+KMvik0QuFEfrSt1vp82pKd+NCVXQzIIAgEAAICva1dlvbNe4PqSal0xro9+c9FQRYSd9JYXOA7iVgAATsDK7fucEYEfr/cGgdOH9tSPzs7T4IxEt5sGwB+YnQbz84+84yDcR33sR43sRn3sZ2mNzDrcNz65WCVVDbrnvAG6dXJ/hZgdfYNNqO/rQyAIAMAxrDBB4Ecb9cmGMpm+yQXDejkjAgf2JAgE8DWYDv6AAW63AkdDfexHjexGfexnYY3mbCzTD59bpqaWNj1wxcjA30nYsvrYFQ0DAGCJZUV7dd0/Fumiv3ym2RvLdMHwXnrvjjOd9UwIAwF0aPfABQu817AP9bEfNbIb9bGfZTV6cVGRMzIwLDREz3xvfHCHgS7VhxGCAAAcYum2vfrTRxs1t6DcGRH4zREZuv3sXOWlJ7jdNAD+vntgWZn3GvahPvajRnajPvazpEZtbR79z/sb9OicTeqTEqMnrh+v3B7xrrYpWOtDIAgAgKTFWyv0wEcFmlfoDQIvHJmhH52dq9weBIEAAADAyWpobtVdL6/Qu1+UaFRWsh6/dqxS46PcblbQIhAEAAS1hZv3OJuFfL5pj0JDpItGZui2s/P4pBIAAADoJOU1jbrpqSXO+txmTe7/u3yEoiPC3G5WUCMQBAAEpQUmCPyoQPM3e4PAS0b11g/PzlX/NIJAAF20WPiIEdbt7oj9qI/9qJHdqI/9XKxRYWm1rn9isYr31ju7CP/k3AEKNR1wuFofAkEAQNDweDxOAGiCwIVbKpxFjL89OlO3nZ2rfqlxbjcPQCAzHfysLLdbgaOhPvajRnajPvZzqUbzCsp1y3NLVd/Uqt9/e5i+M45/J7bUh/geABAUQeDnheX6zl8X6LuPL9SSbXt16ZhMzbprkjNdgTAQQJdraZFmz/Zewz7Ux37UyG7Ux34u1Oj5hUW67olFztdP3jCeMNCy+jBCEAAQ0EHgZ4VmjcCNWrx1rzMi8PKxmfrhWbnq250QEICPVVe73QIcC/WxHzWyG/Wxn49q1Nrm0e9mrtPjc7coKyVW/7h+LBv1WfgcIhAEAARkEDi3oNzZLGTptr0KDw3Rd8b2cYLArO6xbjcPAAAACEh1TS2648UV+nDtbo3t202PXTtWKXGRbjcLR0AgCAAIqCDw04Jy/emjjVpetM8JAq8c30e3Ts5VnxSCQAAAAKCr7Kqsd3YSXrOzSheNzNDvLx2uqHB2ErYVgSAAICCCwNkby5zNQlZs36eIsBBddUqWbpncX5ndCAIBWCAsTJowwXsN+1Af+1Eju1EfBXuNVm7fp5ueXqKy6kb9eGq+bp+Sq5AQdhK2+TlEIAgA8O8gcEOZ/jSrwOmERIaF6uoJJgjMVe/kGLebBwAHmTdFaWlutwJHQ33sR43sRn2CukZvr9qpu19e6Xz90HdH6RvDM7rkcQJaiO+fQ+wyDADwyyBw1rrduugvn+mGJxdr3c4qXXtqX8356WT99qJhhIEA7GN2DZw5kx04bUV97EeN7EZ9grJGpk9uZujc9vxyJcZE6KWbTyUM9KPnECMEAQB+w3Q6PlpXqj/PKtAXOyoVGR6q607tqx9M7q9eSYSAACzHG2W7UR/7USO7UZ+gqlFDc6t++uoqvbVypwb3StTfrx9Lf9zPnkMEggAAvwgCP1i72wkCzSLFUeGhuv60bGeNwPTEaLebBwAAAASN0qoGff+Zpc6SPecOTtefrhip2EjiJX9DxQAA1mpr8waBD8wq0Lpd3iDwxtP76QeTctSDIBAAAADwqS+KK/X9p5eopKpBPzyrv+4+Z4BCQ9k8xB8RCAIArAwC319T4gSB60uqFR0Rqu9N7KebTRCYQBAIwA+ZXQMnT2YHTltRH/tRI7tRn6Co0TurdunuV1aozSP96TsjddGo3p3axKAW5vvnEIEgAMCqIPC9NSXO1OD2IPD7Z/TTjDP7Ky0hyu3mAcDJ7R4YE+O9hn2oj/2okd2oT0DXyPTRzQf15mL65I9dM0ajsrp1STODVojvn0PsMgwAcJ3pZLy9aqemPzBXtz63TNv21GnGmTma+9Oz9YsLBhMGAvB/7MBpN+pjP2pkN+oTsDWqa2rRD59f5oSBQ3sn6q3bTicM7ArsMgwACCatbR6988UuPTirQAWlNYqNDHOmBX//jBylxhMCAgAAAG4p3lun7z+91FnL+4JhvfS/lw1n85AAQiUBAK4EgWZE4IMfF6qwtEZxkWHOjsEmCEyJi3S7eQAAAEBQW7SlQrc8u1R7apv0k3Pz9cOzchXClPCAQiAIAPBpEPivlSYILNCmslonCLx1cn/dRBAIAAAAWOGFRUX6jzdXKzI8VH+9ZozOG9LT7SahC4R4PB6PLJOZmani4mK3mwEA6CQtrW36lxkROKtQm8trFR8VrutPy3Z2Du5GEIgARF/G/3VJDc26QOF8Hm8t6mM/amQ36uP3NWpubdNv3l6rp+dvU2a3GP3turEa2DPRp00Mai2d/xw6Vn+GZysAoEuDwH+u2KmHPinUlvJaJUSF6/azc3XjxH5KjiUIBBBEzGfw9fVSfDy7cNqI+tiPGtmN+vh9jfbUNDqb+y3cUqEJOSl6+KoxzOAJ8OcQuwwDALokCHxlyXZNvX+O7n5lpcprGnX7lDzN+9nZuuvcAYSBAIJPa6s0e7b3GvahPvajRnajPn5dozU7K/Wthz5zwkAzi+eZ751CGBgEzyFGCAIAOo2ZZvDGsh36y+xCbdtTp8TocN05NU83nN5PSTERbjcPAAAAwCHM+t73vLpSbW3S/1w6XJeP7eN2k+AjBIIAgE4JAl9fVuxMDd5eUe8EgXedk6/rT89WYjRBIAAAAGDbZn9/+GCDHpm9ST0SovToNWM0Oqub282CDxEIAgA6rKnlYBBYvLfeGQV49zn5uo4gEAC+isX27UZ97EeN7EZ9/KZG++qadPuLK/TpxjKN7JPs7CScnhjtdusQ7tvnELsMAwA6FAS+urRYf/mkUDv21Ss5NkLfPyNH157aVwkEgQB9mQBADQEAgWh9SZVmPL1URRV1umJcH/3qwiGKCg9zu1noIuwyDADoFI0trXplSbEztcAEgd1iI3TPeQN03WnZio/iJQUAjsp8Bl9eLqWmsgOnjaiP/aiR3aiP/Twevf3ZBt3z/la1tLXptxcN1VWnZCmEegXtc4hdhgEAJxQEPjN/qyb/72z98s3Vqm9u1c+mDXR2Df7hWbmEgQBwPGbXwAUL2IHTVtTHftTIbtTH+vUCf/fuOt329ibFRYXphe9P0NUT+hIGBvlziHdwAICjamhu1ctLtuvhTzappKpB3eMi9W/TBzodiDhCQAAAAMBqe2vNeoHLNbegXCPjPXr01lPVMyXe7WbBArybAwAcMQh8cVGRHpmzSburGpUaH6l/P98bBMZG8tIBAAAA2G71jkrd/MxSZ6mfK8dm6t6IIkWxeQj2410dAOCwIPCFRUV69EAQGKVfXjBIV53SVzGRLDYMACclIcHtFuBYqI/9qJHdqI9VzAaAv3jjC2dput9dMkxXjM6Q5u11u1mw6DnELsMAACcIfG6hNwgsq25UWkKUbj4zhyAQ6CD6Mv6PGgIA/FFTS5t++85aPT1/m3olReuRq8doZJ9kt5sFl7DLMADgiOqbTBC4TY/O2azymkb1SIjSf35jsL57SpaiIwgCAaDTtLVJpkOemSmFsq+fdaiP/aiR3aiPFUoqG3Trc0u1rGifJuSk6KHvjnZm/Diokd3afF8fAkEACEJ1TS16bkGR/vrpJpXXNCk9MUr3fnOwrhhPEAgAXdbRX7lSysjgjZiNqI/9qJHdqI/rPt9UrttfWO707WecmaOfnjdA4WGH1IIa2a3N9/UhEASAIAsCn5m/TY99ull7apvUMzFav/rWEH1nXB+CQAAAAMDPmFXgTN/+9++tV0xEmB65arSmD+vldrPgB4iFASAI1Da2OOsDTvz9J/p/M9crMjxUv7lwiOb8dLKuOy2bMBCANRobG3XbbbcpLy9Pw4YN09VXX+0cLygo0Gmnnab8/HyNGzdOa9asOfA7Hb0NAAB/Vt3QrFueXeb073PS4vXP2yYSBuKEMUIQAAJYTWOLnp6/VY9/ull765qVkRSt3140VJeNzVRUOCEgAPv8/Oc/V0hIiDZu3Ohcl5SUOMdvvvlmzZgxQ9dff71effVV53rx4sUndZtPhYRIaWnea9iH+tiPGtmN+vjchpJq3fLsUm0ur9U3hvfS7789XHFRx4h4qJHdQnxfH3YZBoAA/bTQ7Cz2+NzN2lfXrN7JMbr1rP66dAxBIOAL9GU6pra2Vr169XL+3yUmJh44XlpaqtzcXFVUVCg8PNyZHmV+bt68ec7PdeQ2c/xYqCEAwFZvLC/Wv7++Ws2tbfr38wfphtOznQ/RAJ/vMmymdtx99916//33FR0drREjRujZZ591pmhcd911Ki8vV1JSkp588kkNGTKkMx4SAHAEVQ3NeuqzrfrbvC2qrG9WZrcY/WzaQH17dKYzTRgAbLZp0yalpKTovvvu00cffaSYmBjde++9Sk5OdoI8E+oZ5k1PVlaWioqKnD5mR247XiDoaGk5+LV5oxUWJrW2mgWbDh43C3+by9GOt9+HWSy8oEAaONB7P4fet2GOmcf48nHTdnO/5v5P9Lh5LHP5ctuPdryj53S8tvvTOTU1eeuTl+f9PhDOKdDqZKxbd7BGgXBOgVQn83ubNkkDBhx+H/58ThbWqdEj/fqtNXpu0XalJ0Tp4StHaEzfFO9jHu+c2l+HTI3M/VtyToFYJ3XknJqbpY0bD/6N66xzOoZwt6Z2AAA6jwn/nvxsq/4+b7OqGlqcIPDfpg/Ut8dkKuLQ3cUAwGItLS3atm2bBg8erN/97ndavny5zjnnHL3zzjtd/tj333+/c2lXU1kpzZx58AeysqQRI6TVq6WiooPH8/O9b65MH7es7OBx87Pmd+bNk6qrvW8Ali6Vbr1V6tVL+vDDwzvtkydLMTGHP6YxfbpUXy/Nnn34GxBzvLxcWrDg4PGEBO/9mJEAZqfCdmYK0oQJ3jeC5s1GZ51TO3Pf5jH8+ZzmzvW2Z8wY75uqQDinQKuT2Xnzn/+UBg/21igQzimQ6mT+xlVUeMOMQDkny+pUHJeiW9d6tKq4UqclefTn/HqlrlkgVZ/gObW/Dt1wg5STY8U5BWKd1NFzWrhQev/9g69DnXVOXTlluCNTO5iiAQCdFwT+Y94W/eOzLapuaFFWSqxuOytXF4/uTRAIuIi+TMeYWSXp6elqampS2P43/GYjkHvuuUc33XST76cMb93aeaMVzPV770kXXCBFRPjHaIVAHIFxtOMNDd76TJvmfbxAOKdAq5P5/bffPlijQDinQKqTaZcJM8zfuC/z13OyqE6z1pfqrtdWO33/2yb314/P7q+w0JCvd07tr0Pnny9FRrp+ToFYp5M6p8ZGb5jX/jeuk84pMzu766YMd2Rqx5c7YF/5RLam5mSbBQABrbKuWX//bIue2B8E9u0eq//8xmBdNIogEID/Sk1N1ZQpU5xlaM4//3xt2bLFuZx++ukaPXq0sySNmXHy2muvOYFde5+yo7cdV3vocKj2kUknevzQ+2jvrB/tvo923PzO1zne/ibiRI+fzDl19LiN52RuM9eHPr6/n9PJHrfpnMwb6yPV6Ght94dzOlob/fWc2n83kM7pWG30wTm1eKQ/fLBRj87ZpKSYCP3j+rE6e2D612v7ocfN19TJ3nMKO8nXoWMdP9KPyoKpHXfddZdzaWc6agCAr9pX16S/z9viTA+ubmxRdvdY3fvNIbpwZIbCCQIBBIBHH31U3/ve9/Szn/1MoaGh+utf/6revXs71ybUMx9Cm5F/TzzxxIHf6ehtPmXeSJipPyz6bifqYz9qZDfq0+l2VzXoR88v16KtFRrZJ1kPfXeUMrvFdvwOqZHdQnxfn5OeMtyRqR1MGQaAr2dvbZP+Nm+znvp8m2oaW5STGqfbzs7Vt0YQBAI2oi/j/6ghAMAt8wrKdceLy7WntsnZQfjfpg9ig0B0en8mtDOndhhHmtphfO0pGgAAVdQ26X/eW6+Jv/9Yf/lkk3okRulP3xmpD++apEtGZxIGAoC/MGsGmUXHv7z+EOxAfexHjexGfTpFa5tHf/xwo675x0I1trTp4atG67++OaRzwkBqZLdW39cn3K2pHQCAo9tT06jH527R0/O3qq6pVbk94vWjs3P1jeEZBxcQBgD4DzMpx+wqOGSI2y3BkVAf+1Eju1Gfk1Za3aA7Xlih+Zv3aHCvRP3lqtHqlxrXeQ9Ajezm8X19OiUQzMnJ0SeffPKV4wMGDND8+fM74yEAICiUmyDw0816ZsE2JwjM6xGv26fk6fxhvQgCAQAAgAD0WaGZIrzCeS9w9YQs/fKCwYqOOMrmE4BNgSAA4OSYF//HTBA4f5vqm1uVn74/CBzaS6EEgQAAAEBAThF+8OMCPTCrQHGR4XrwylH65ogMt5uFIEEgCAAuTw14bM5mPbtwmxqa2zSwZ4ITBE4b0pMgEAACSWiolJ/vvYZ9qI/9qJHdqE+HdhG+88UunCL8ZdTIbqG+rw+BIAC4oLSqQY/O2aznFm5zFgw2QeCdU/N07mCCQAAISKaDP2CA263A0VAf+1Eju1Gfr2X2hlLd/fJKZxfhayb01S8uGNT1U4Spkd1CfV8fAkEA8HEQ+MicTXp+YZETBJpPA++YmqdzBqUTBAJAIDO7Bi5eLI0bJ4WxLpR1qI/9qJHdqM8JaW5t0x8+2KC/ztmshOhwPXLVaE0f1ss3D06N7Nbq+/oQCAKAD5RUmhGBm/T8oiI1tbRpSEai7piSp3MGpyskhCAQAIJi98CyMu817EN97EeN7EZ9jmt7RZ1uf3G5lhft08g+yc56gX1SYn3XAGpkN4/v60MgCABdaFdlvR6dvUkvLN7uBIHDeic5awROHdSDIBAAAAAIAu+s2qWfv75K1Q0tuvnMHP3kvAGKCGMtP7iLQBAAusDOffV6ZPYmvWSCwNY2Dc9MctYIPGsAQSAAAAAQDOqbWvXrt9fqhUVF6h4XqSdvGKfJA3q43SzAQSAIAJ1ohxMEFurlxcVOEDiiT7LunJKnyQPSCAIBINgXCx8xgt0dbUV97EeN7EZ9vmJ9SZV+9PxyFZTWaGJuqu6/fIR6JEa71yBqZLdQ39eHQBAAOkHx3jo9PHuTXlmyXc2tHo3KSnbWCJyUTxAIANjf0c/KcrsVOBrqYz9qZDfqc4DH49GzC4v027fXqqXNo59OG6AfnNnf/Q0EqZHdQn1fHwJBADjJxYEfnl2oV5cWO0Hg6Kxk3Tk1X2fkpRIEAgAOammR5s2TJk6UwumCW4f62I8a2Y36OCpqm/Sz11bpw7W71Ts5Rn++cpTG9O0mK1Aju7X4vj78KwCADgaBf/nEGwSaT/7MC71ZI9BMByAIBAAcUXW12y3AsVAf+1EjuwV5fT4vLNePX16h3VWN+uaIDP33xUOVGB0hqwR5jaxX7dv6EAgCwNdQtKdOD31SoNeX7XCCwHHZJgjM12n9uxMEAgAAAEGmubVN93+4UY/O2aTYiDD932UjdMno3rw3gPUIBAHgBGwtr9VDnxTqjeU71Nrm0fh+Kc5mIacSBAIAAABBaUt5re58cblWFldqeGaS/nzFKGWnxrndLOCEEAgCwHFe5B/6uFBvrvAGgRNyUnTHlHwnCAQA4ISFhUkTJnivYR/qYz9qZLcgq4/ZOOTlJdv1q3+tVX1zq34wqb/uOidfkeEW7+AbZDXyO2G+rw+BIAAcweaymgNBYJtHOjWnu+6YmqcJOQSBAIAOMKPJ09LcbgWOhvrYjxrZLYjqs7e2Sf/2+hd6b02JeiVF6+/XjfOPwQJBVCO/FOL7+lgcXwOA720qq9GPX1qhqffP0evLdzgv7i/ffKpemDGBMBAAcHK7B86c6b2GfaiP/aiR3YKkPp8VlmvaA586YeAFw3vpvTvO9I8wMIhq5LdafF8fRggCgKTC0ho9+HGB/rVypzMi8Iy8VN0xJU9js1PcbhoAIFDwJsxu1Md+1MhuAVyfhuZW/e/7G/T3eVsUF+nHG4cEcI0CQotv60MgCCCoFeyu1p8/LtTbq3bKsz8IvHNqnsb0JQgEAAAAgt26XVW688UV2rC7WmP6dtMfLx+prO6xbjcLOGkEggCC0kYTBM4q0Dtf7HKCwEn5abp9igkCu7ndNAAAAAAua2vz6G/zNusP729Um8ejn5yb72weEh7GymsIDASCAILKhhJvEPjuam8QeNYAbxA4KosgEADQhcyugZMns7ujraiP/aiR3QKsPjv21evul1doweYK5aTG6U9XjNTwzGT5tQCrUcAJ8319CAQBBM1QfxMEzlxd4nx/9sAeThA4so+fv7ADAPyDWWcqJsZ7DftQH/tRI7sFSH08Ho9eX7ZD9761RtWNLbrqlCz94oJBio0MgOgkQGoUsEJ8Xx/GugIIaGt3VukHzyzV9AfmOmHg1EE99NZtp+sf148jDAQA+A67O9qN+tiPGtktAOpTUdukW55dprtfWanoyDA9ccM4/ffFwwIjDAyQGgW0FnYZBoBOsXpHpTMi8IO1u53vzxmc7uwaPLR3kttNAwAAAGCRWet262evfaHymkZdMKyXfnvRUHWLi3S7WUCXIhAEEHBB4AOzCvTh/iDw3MHpztRggkAAAAAAh6puaNZ/v7NOLy7ersTocD1wxUh9a0SGQphWiyBAIAggIHxRbILAjfpoXanz/bQhPfWjKbkakkEQCAAAAOBwn28q1z2vrHI2EJmYm6r/vWy4eiXFuN0swGdCPGbVTMtkZmaquLjY7WYA8AMrt+9zRgR+vN4bBE4f2tMZETioV6LbTQMQxOjL+L8uqaFZFyicz+OtRX3sR43s5if1qW9q1e/fW68nP9+qmIgw/fsFg3T1KVnBMSrQT2oUtFo6vz7H6s/wLwGAX1petNcJAmdvKHM2YjJrfZgRgQN7EgQCACxkPoOvr5fi49nh0UbUx37UyG5+Up9lRXv1k5dXanN5rcb27aY/XDZC2alxCgp+UqOg5fF9fdhlGIBfMS/i1/1jkS5++HPN2VimbwzvpffvPFN/uWo0YSAAwF6trdLs2d5r2If62I8a2c3y+jQ0t+r/zVynSx/5XMV76/Xv5w/USzefGjxhoB/UKOi1+r4+jBAE4BeWbqvQnz4q0NyCcucDk2+OyNDtZ+cqLz3B7aYBAAAAsHiJobtfWanC0hoNz0xyRgXm8x4CIBAEYLclWyucqcEmCAwNkS4cmaEfnZ2r3B68iAMAAAA4ssaWVj3wUYEenbNJYaEhuue8Abr5zByFhzFREjAIBAFYadEWEwRu1GeFe5wg8OJRvXXb2bnqnxbvdtMAAOgYFnK3G/WxHzWym0X1MaMC73l1pTburtGw3t5RgQN6MqDAphrB/fqwyzAAqyzYvMf5JG/+Zm8QeNHI3vohQSAAP0Nfxv9RQwDwP2atQLPM0GOfekcF/ujsPN0yub8iGBWIIJXJLsMAbDd/0x5nROCCzRXOi/e3R2c6IwL7BdNCvwCAwGU+gy8vl1JT2d3RRtTHftTIbhbUZ+m2vfrpqyu1qazWGRX4v5cNZ9NBy2oEu+pDTA7ANWaA8ueF5br8r/N15eMLtHjrXl06JlOz7pqk/7t8BGEgACBwmF0DFyxgd0dbUR/7USO7uVif+qZW/fc7a3Xpo59re0W9fjptgN649TTCwC/jOWS3Vt/XhxGCAFwJAs3agGZEoAkBzYjAy8dm6odn5apvd0JAAAAAACe23NDPX1ulrXvqNLJPsv730uHKYwdh4IQQCALwaRBodgs2uwabIf3hoSG6YlwfJwjskxLrdvMAAAAA+IHqhmb9buZ6PbewSNERofrlBYN0w+n9nIEGAE4MgSAAnwSBnxaU608fbdTyon1OEHjl+D66dTJBIAAgiCQwasVq1Md+1MhuPqrPJ+tL9e9vfKFdlQ2akJOi310yXNksNXRieA7ZLcG39WGXYQBdxvx5mb2xzNk1eMX2fYoIC9FlY00Q2F+Z3QgCAQQu+jL+jxoCgF321DTqN2+v1Zsrdio+Klz/fv4gZ7ZRKKMCgaNil2EAPg8CP9lQ6gSBK4srFRkWqqsnZOmWybnqnRzjdvMAAPC9tjbJdMgzM6VQ9vWzDvWxHzWyWxfWx7y3eHPFDv36X2u1t65ZUwb20G8vHqpeSbyv+Fp4Dtmtzff1IRAE0Kkv1h+vL3XWCFy1Pwi89tS++sGk/sogCAQABHtHf+VKKSODN2I2oj72o0ZBWZ/tFXX6xZur9enGMqXGR+qh747SBcN6KSSEUYFfG88hu7X5vj78KwDQKUHgh2t361sPfabvPbVE60uqdf1p2fr0p2fp1xcOJQwEAHxtTzzxhPOG780333S+Ly0t1bRp05SXl6ehQ4fq008/PfCzHb0NAGCnltY2/W3uZp37x0+dMPCyMZn66K5J+sbwDMJAoJMwQhDASQWBH6zdrT/PKtCanVWKCg91gsBbJvdXemK0280DAPiprVu36vHHH9eECRMOHPv5z3/ufP/ee+9p8eLFuvjii7VlyxZFRER0+DYAgH1W76jUz19fpdU7qtQnJUb/7+LhmpiX6nazgIBDIAjga2tr8waBZmrwul3eIPDG0/vpB5Ny1IMgEABwEtra2nTTTTfpwQcf1N13333g+Msvv6zCwkLn63HjxikjI0Nz5szR1KlTO3ybT5kRLWlp3mvYh/rYjxoFfH1qG1v0xw836h+fbXFGAZplh+6YkqeYyLBObWrQ4jlktxDf1ye8M6d13HjjjXrjjTd00UUXOdMzrr32Wm3atElRUVF6+OGHdeaZZ3bWwwFwKQh8f02JEwSaacHREaH63sR+utkEgQkEgQCAk3f//ffr9NNP15gxYw4c27Nnj5qbm9WzZ88Dx7Kzs1VUVNTh205IS8vBr00HPSxMam01Q+QPHjfr/JjL0Y4feh9jxx5cF+jQ44a5b/MYXz4eHu69X3P/J3rcrENkLl9u+9GOn8w5Havt/nRO5pipj7k27Q2Ecwq0OpmfP7RGgXBOgVan8eM7fE6fbCjTL/+1Vjv2NWhEn2T9v4uHanCPODMn6eDvUaeTPyfzHGoPnALlnA497s/nZBz6N66zzqmrA8GvO60DgP8Fge+tKXGmBrcHgd8/o59mnNlfaQlRbjcPABAgVq9erddee82Vdf5MEGku7WoqK6WZMw/+QFaWNGKEaaR0aKCYny8NGCAtXiyVlR08bn7W/M68eVJ1tfdNwc6d0iWXSOnp0ocfHt5pnzxZiok5/DGN6dOl+npp9uzD34CY4+Xl0oIFB48nJHjvx+xSaBYmb2dGHJh+ekGBtHFj551TO3Pf5jH8+ZzMv7kNGw4u5h4I5xRodTI7bz7/vJSUdPDNs7+fUyDVyfyNS0yUJk36Wue0uzlEv/r7bL27J0RxoR79Ksejq68fr7DGhsPPlTqd/Dm1vw6Zx8zODoxzCqQ6LVx4+KYinXVOxxDiMYuAneS0jnPPPVe///3vnWkdd955pzNCMD4+3pme0f6J7Pjx43Xfffed0PSMzMxMFZv/qQBcDwLfXb1LD84q1Ibd1YqJCHN2Df7+mTlKjScIBICjoS/TMY888oh+/etfO7NLjJKSEiUmJupXv/qVfvKTnzgzT47Ut4yLi+vQbcet4datnTdawVy/9550wQWS+YDcH0YrBOIIjKMdb2jw1mfaNO/jBcI5BVqdzO+//fbBGgXCOQVSnUy73n/f+zfuy47Q9tY2j55ZXKw/fLBRNY0tmja4h/7rgkHqlRRtzzkFWp3aX4fOP1+KjAyMc/rycX8+p8ZGb5jX/jeuk84pMzv7qH3ScF9P6zihT2Rrak62WQBOgnmBfucLEwQWqKC0RrGRYc604Bln5Kg7QSAAoIvccsstzqXd5MmTD3zYvHDhQj366KO69957ndknO3bs0CQzEkXSZZdd1qHbjqs9dPhyh/tIjnb80Pto76wf7b6Pdtz8ztc5fuj0oxM5fjLn1NHjNp6Tuc1cH/r4/n5OJ3vcpnMyb6yPVKOjtd0fzulobfTXc2r/3eO03Wwa8u9vfKFVxZXqnRyjB64YqSmD0u08py+1/aSO23BO5usTrJPfnNPx2uhP5xR2kq9Dxzp+pB+VBdM67rrrLudy6CeyANwJAt9etVMPflyowtIaxUWGOTsGf/+MHKXERbrdPABAEDOzUa655hrl5eUpMjJSzz777IGlaDp6GwDAd6oamnX/Bxv19PytzqYhM87M0Z1T8xQbyV6ngBtO6pk3d+5cZ/1A08Fqn9YxY8YMZ1pHeHi48337KEHzc1lm/jMAK4PAf600QWCBNpXVOkHgD8/qr5sm5qgbQSAAwCWzD1nDJz09XR988MERf66jt/mUGVlg+sLs7mgn6mM/auS39TGrlP1r1S795u21Kqtu1OisZP32omEanJHoSlODFs8hu4X4vj4nvYbgoQ6d1nH99dc704Tbp2eYYyYUPJFPZFl3B/CNltY2vbVypx76uFCby2sVHxWu60/LdnYOJggEgI6jL+P/qCEAnLzNZTX6z3+u0bzCciXHRujfpg/UZWP6KDSUUApwuz/TZWNzmZ4B2B0E/nPFTj30SaG2lNcqISpct5+dqxsn9lNyLEEgAACdziwibnYWHDr06OsHwT3Ux37UyK/qU9fUor98UqjHP92iptY2fWdsH/1s+kCWIXITzyG7tfq+PuFuTOsA4F4Q+MbyHc6L89Y9dUqIDtcdU/J04+n9lBRLYA8AQJcxk3LMBntDhrjdEhwJ9bEfNfKL+ngGD9b768qc6cE79tVrYM8E/faioRqbneJ2C8FzyG4e39eH1TuBINBsgsBlO5wRgUUVdUqMDncW8L3BBIExBIEAAAAATs6Weum/nl6qTwv2ODOQ/uubg3XNhL4KDzvCTqsAXEcgCAR4EPj6smInCNxeUe8EgXedk6/rT89WYjRBIAAAAICT40wPnlWgx5eHqMmzR5eM7q2fTx+oHgnRbjcNwDEQCAIBqKmlTa8tK3amBhfvrXdGAd59Tr6uIwgEAMAdoaFSfr73GvahPvajRtYx+5O+88Uu/fc767SrskEDu0Xp15eO0vj+qW43DUfCc8huob6vD4EgEGBB4KtLvUGgWbPD7OR1z3kDdO2pfZVAEAgAgHtMB3/AALdbgaOhPvajRlbZUFKte99ao/mb9zizkH71rSG66pQspgfbjOeQ3UJ9Xx8CQSAANLa06pUlxXpk9iYnCOwWG6GfTjNBYLbio3iaAwBgxe6BixdL48axu6ONqI/9qJEVKuua9adZG/X0/G1q83h0xbg+zgCE7jHh0uJF1MdmPIfs1ur7+pAUAH4eBL68eLsenr3JGaafEhepn00b6IwIjCMIBADArt0Dy8q817AP9bEfNXJVa5tHLy4u0v99sFEVtU0a2SdZv75wiIZnJnt/oKWF+tiO55DdPL6vD4kB4Icamlv18pLtzohAEwR2j4vUv00fqKsnEAQCAAAA6DwLN+/Rr/61Vmt3VSktIUr/d9kIXTyqt0JDQ9xuGoCTQHIA+FkQ+OKiIj0yZ5N2VzUqNT5Svzh/kK6akKXYSJ7OAAAAADpH8d46/W7mer29apciw0L1g0n9ddvZuSxJBAQInsmAnwSBLywq0qMHgsAo/fKCQbrqlL6KiWT9BwAA/GKx8BEj2N3RVtTHftTIZ2obW5z3HY99ulmNLW2aOqiHfnnBYGWnxh39l6iP/aiR3UJ9Xx8CQcDyIPC5hd4gsKy60Rmi/x/fGKzvjs8iCAQAwJ+YDn5WltutwNFQH/tRoy7X1ubRG8t36H/eX+8MQshPj3fee5yRl3b8X6Y+9qNGdgv1fX0IBAEL1TeZIHCbHp2zWeU1jeqREKX/NEHgKVmKjiAIBADA75gF9+fNkyZOlMLpgluH+tiPGnWpxVsr9Ju312pVcaWzUeFvLxrq7CAcHnaCo5Woj/2okd1afF8f/hUAFqlratFzC4r01083qbymSemJUbr3m4N1xXiCQAAA/F51tdstwLFQH/tRo063bU+ts07gzNUliggL0U0T++lHU/KUFBPx9e+M+tiPGtmt2rf1IRAELAkCn5m/zVmnY09tk3omRuvXFw7R5WP7EAQCAAAA6FSVdc166JMCPfn5VjW3ejRtSE/9fPrAY68TCCCgEAgCLi/Y+/T8bXp87mZV1DapV1K0fnPhEF1GEAgAAACgkzW1tDlLE/15VoH21jVrWO8kZ7PCU3K6u900AD5GIAi4oMYJArfqb3O3OEFgRlK0s07HZWMzFRVOEAgAQMAJC5MmTPBewz7Ux37U6KR4PB5nWvD/vLdeW/fUOQMR/vidwbpwRG+Fhoac/ANQH/tRI7uF+b4+BIKAD1U3NB8YEbivrlm9k2N038XDdOmYTEWGs/07AAABKyRESjuBnTrhDupjP2rUYUu3Vei/31mnZUX7FB8VrnvOG6DvTezXuTOSqI/9qJHdQnxfHwJBwEdB4FOfb9Xjc7eosr5Zmd1i9LNpA/Xt0QSBAAAEze6BH34onXMOuzvaiPrYjxp9bZvKavS/723Qe2tKFB4aoutO7avbp+Spe3xU5z8Y9bEfNbJbi+/rw78CoAtVNTTryc+26u/zvEFgn5QY/fv5A3XJ6ExFhBEEAgAQdJ192Iv62I8anZDSqgb9aVaBXlq8Xa1tHp03JN0ZjJCTFt+1D0x97EeN7Nbi2/oQCAJdwIR/T3y2Rf+Yt0VVDS3KSonVL84fpItH9yYIBAAAANAls5Ie+3Szs055fXOrxmV308+nD9KYvt3cbhoACxEIAp2osq5Z/zBB4GdbVN3Qor7dY/Uf3xisi0YRBAIAAADofI0trXpuQZEe+qTQ2bAwt0e8MyJw6qAeCjHrkgHAERAIAp1gX12TMxrwic+2qrqxRf1S43TvN4fowpEZCicIBAAAZtfAyZPZ3dFW1Md+1OgrzHTgN5bv0B8/3Kgd++rVMzFav7vEu2Ghz9+DUB/7USO7hfm+PgSCwEnYW9vkrA/45OdbVdPYopzUOP36oiH65nCCQAAAcAgzSicmxnsN+1Af+1GjAzwejz5cu1v/+/4GFZTWKCkmwlmn/NpTszt35+Cvg/rYjxrZLcT39SEQBDrADMX/29zNzs7BtU2tykmL02/PHqpvjshQWCh/YAEAwBEWCp85U5o+nd0dbUR97EeNHJ8Vlut/3t+gldv3KSYiTLedlavvn5njhIKuoj72o0Z2a/F9ffhXAHwNe2oa9fjcLXp6/lbVNbWqf1qcbp+Sp28MJwgEAAAA0DWWbturP7y/QfM371FEWIiuO7Wvfnh2rnokRLvdNAB+ikAQOMEg8LG5m/XM/G1OEJjXI14/mpKnC4b1IggEAAAA0CXW7KzU/R9s1Kz1pTJvOy4bk+kMSOiTEut20wD4OQJB4BjKTRD4qTcIrG9uVX56vPMCfP7QXgolCAQAAADQBTburnY2C5m5usT5/oLhvfTjqfnODsIA0BlCPGZFUstkZmaquLjY7WYgiJVWN+ixOZv17MJtamhu08CeCfrR2XmaPrQnQSAA4Ljoy/i/LqmhWR+IdZvsRX3sFwQ12lRWowc+KtC/Vu2Ueac+dVC6fnxOnoZkJMl6QVAfv0eNgq4+mcfoz/AvAfhSEPjXOZv13P4gcFCvRN0xJVfnDiYIBAAAJ8G8s6+vl+Lj2eHRRtTHfgFeo63ltfrzxwV6c/kOtXmkSflpuuucfI3okyy/EOD1CQjUyG4e39eHQBAwQWBVgx6Zs0nPLyxSY0ubBpsgcGqezhmUThAIAABOXmurNHs2uzvaivrYL0BrZILABz8u1Jsrdqi1zaNTc7rr7nPzNTY7RX4lQOsTUKiR3Vp9Xx/+FSCo7TZB4OxNen5RkZpa2jQkI1F3Ts3X1EE9FMKnJgAAAAC6wLY93iDwjeXeIPC0/t11x5Q8nZLT3e2mAQgSBIIISrsq6/Xo7E16YfF2Jwgc1jvJeQGeQhAIAAAAoItsLqvRQ58U6p8rdh4YEWhmJk0gCATgYwSCCCo799U7IwJfMkFga5tGZCY5uwafPZAgEAAAdDGmaNmN+tjPj2tUsLvaCQL/tXKns0agGRFoNi08tX8ABYF+XJ+gQY3sFu7b+rDLMILCDicILNTLi4u9QWCfZN05NU+T89MIAgEAnY6+jP+jhgA6w9qdVfrLJ4V6d/UuZ8+AM/JSnQEJ4/xtjUAAfoldhhG0ivfW6eHZm/TKku1qbvVo5P4g0OzaRRAIAAB8xiQB5eVSaiq7O9qI+tjPz2q0vGivEwR+tK7U+X7ygDQnCByd1U0Byc/qE5Sokd08vq8PgSAC0vYKbxD46lJvEDg6ywSB+c4ncgSBAADAld0DFyxgd0dbUR/7+UGNzOS7BZsrnCBwXmG5c2zakJ764Vm5GpaZpIDmB/UJetTIbq2+rw//ChBwQaB5AX51abFa2jwa27ebs0jvxFyCQAAAAACdr63No4/Xl+rh2YVaVrRPoSHSxaN669bJ/ZWXnuB28wDgiAgEERCK9tTpoU8K9PqyHU4QOD47xQkCzWK9BIEAAAAAOltLa5v+tWqnHp29WRt2VysyLFRXjs/SDyblqG/3OLebBwDHRCAIv7a1vNbZreuN5TvUaoLAfinOGoGn5hAEAgAAyyQwUshq1Md+ltSovqlVryzdrsc+3azivfWKiwzTzWfm6MaJ/ZSeGK2gZUl9cAzUyG4Jvq0PuwzDL20xQeDHhXpzhTcInJCTojum5OvU/t3dbhoAAPRlAgA1BPBlFbVNenr+Vj31+VbtrWtWSlykbjgtW9eemq2k2Ai3mwcAX8EuwwgYm8tqDgSBbR45IwHN1OAJOQSBAADAYm1tkumQZ2ZKoaFutwZfRn3s52KNzDrlf5+3RS8t3q765lb1SYnRXefk69IxfRQTGebTtliL55D9qJHd2nxfHwJB+IXCUhMEFuitlTudIPD03O7OiEAzRRgAAASGhoYGXXHFFVq7dq1iYmLUo0cPPfLII8rNzVVpaamuvfZabdq0SVFRUXr44Yd15plnOr/X0dt83tFfuVLKyOCNmI2oj/1cqNHK7fv02NzNmvnFLuc9yJCMRP1gUn9NH9pT4WH8OzkMzyH7USO7tfm+PgSCsFphabUe/LjQCQLN5HazW7BZI3BsNkEgAACBaMaMGZo+fbqzFvBDDz2km266SbNnz9bPf/5zTZgwQe+9954WL16siy++WFu2bFFERESHbwOAo+0YbILARVsqnGNn5qdpxhk5zqAE1ikHECgIBGGlgt3V+vPHhXp7lTcIPCPPGwSO6UsQCABAoIqOjtb5559/4HsT5P3hD39wvn755ZdVWFjofD1u3DhlZGRozpw5mjp1aodvA4B2dU0tem3ZDj3x2RZtLqtVRFiILh2TqZvO6KeBPRPdbh4A2BcIdnRqB3AkG0pMEFigd7/Y5QSBk/LTnDUCR2d1c7tpAADAxx544AFdeOGF2rNnj5qbm9WzZ88Dt2VnZ6uoqKjDt52QlpaDX5tRQWFhUmurnE5KOzOtx1yOdrz9Pszt3bod+b4Nc9/mMb58PDzce7/m90/0uJl2ZC5fbvvRjnf0nI7Xdn86p/b6tD92IJxToNXJ/M6hNeqkcyqpatDTi4r13MIiVdY3KykmXLec2U/XT8hSekq8t91H+ltAnQ4/br7u3v3rtd32czr0eCCcU/vfufafCYRz+vJxfz6ntrbD/8Z11jl19QjBjkztAA61vqRKD84q1Dtf7HK+nzwgTXdMydMogkAAAILSfffd54zsmzVrlurr67v88e6//37n0q6mslKaOfPgD2RlSSNGSKtXS4cGivn50oAB0uLFUlnZwePmZ83vzJsnVVcfPL53r5SWJn344eGd9smTpZiYwx/TmD5dMuc/e/bhb0DM8fJyacGCg8cTErz3YxYlN+sQtTOPN2GCVFAgbdzY+edk7tvfz2n+fO85ffBB4JxTINbJtLu9Rid5TquqpX/sCtHb5SFq8Uj9ukXpJ73a9O0eTYpt3SStKqVOHTknE0qYtgTSOQVanXbtCrxzCoQ6LVvm7SO0/43rrHM6hhCP59Bo8uQtWbJEl156qbZu3ar4+HinI9f+qez48eOdzt3xpmgca1tkBJZ1u6r051kFmrm6xPn+7IE9dPuUPI3sk+x20wAA6DD6MifHTBN+8cUX9dFHHyk52dsniIuLc2adHKlf2dHbjlvDrVs7b7SC+eTfvDkYONB7P/4wWiEQR2Ac7XhTk7c+eXne7wPhnAKtTsa6dQdr1IFzag4J1Xurd+mJeVu1bPs+59ip/VL0vTNydPaANIV62nx7ToFUJ/N7mzZ5g41D78OfzynQ6tT+OmRqZO4/EM7py8f9+Zyam70BYvvfuE46p8zs7KP2ScPdmNpx3E9ka2o6u1mwzNqd3iDwvTXeIHDqIG8QODyTIBAAgGBm+oQvvPDCYWGgcdlll+nRRx/Vvffe68w82bFjhyZNmnRStx2X6eh/melwH8nRjrffh+mgb97sfSN2tPs+2nHTwf86x9vfRJzo8Y6e08kct+2czH201+fQx/fncwq0Oh36HPryYx/nnPbUNOrFxdv1zPxtzhThyPBQXT42U9ef1k+DMw5dH/BrtJ06HX7c1Mes12rCjEA5p+O10d/O6WReh2w9pxNpo7+cU0jIyb8OHev4kX5UFkztuOuuu5zLoZ/IIjCt3lHpBIEfrN3tfH/O4HRnavDQ3kluNw0AALjMfIJ99913KycnR2eddZZzzKxDvXDhQv3+97/XNddco7y8PEVGRurZZ589sAxNR28DENhWFe/TU59v079W7VRTS5vSE6N0z3kDdMW4PuoeH+V28wDAVeGdObXj9ddfdz7NjY2NdS7h4eEqKSk5MErQTCPOMnOgEZRB4J8+KtBH67xB4LmD050RgQSBAADg0A+Fj7aaTXp6uj44dO2wTrgNQOBpbGl1Nig0QeCK/dOCx2V307WnZmva0J6KCDvCiB0ACELhbk3tQHD4orhSD8zaqI/WlTrfnzfEGwQOySAIBAAAQcRMBTIfjJtr2If6+H2NtlfUOTsFv7xkuypqmxQdEeqMBLzm1L689/AFnkP2o0Z2C/F9fU56UxEztaNPnz7O1I4Es8vKIVM7du/e7UzRMDsLmykaZgfi9ukfx8JC3P5v5fZ9emBWgT5e7w0Cpw/t6QSBg3odukYHAACBib6M/6OGgP1a2zyas7FUzy4o0icbSp11+vt2j9VVp2Tp8rF9lBwb6XYTAcDa/ky4W1M7EJiWF+11gsDZG8qcYPuCYb30oym5GtiTIBAAAAQxs6vg6tXS0KFHX1Ac7qE+flWj0tpmZyTgC4u2a8e+eoWGmE0K03X1hL46IzdVoeYAfIvnkP2okd1afV+fTt9lGMFpmQkCPyrQnI3eIPAbw3s5IwLz072jRgEAAIKa+QC9qEgaMsTtluBIqI/12lrbNG9lkZ5f2aSP1peppc2jtIQo/ejsXF05PksZyTFuNzG48RyyHzWym8f39SEQxElZuq3C2SxkbkG5EwR+c0SGbj87V3kEgQAAAABOUmlVg15ZWqyXFhWpaK/ZEKRUZ+SlOtOCpwxKZ5MQAOggAkF0yOKtFc6IwHmF5c4Q/W+ZIHBKrnJ7EAQCAAAA6LiW1jZn5pGZEmzWBjRrBabGReqW3h5d+Z0zldWD5YgA4GQRCOJrWbSlwtk1+LPCPU4QePGo3rrt7Fz1T4t3u2kAAAD2Cg2V8vO917AP9bHC1vJavbJ0u15bukMlVQ3ODKRJ+Wm6YlyWpgxIVcTmTVIq7zusxHPIftTIbqG+rw+BIE7Igs17nBGB8zd7g8BL9geBOQSBAAAAx2c6+AMGuN0KHA31cU1dU4ve/aLE2STEDD4weifH6M6pebpsbB/n6wOokb14DtmPGtnNhfoQCOKY5m/a44wIXLC5QmGhIfr26EwnCOyXGud20wAAAPxr98DFi6Vx49jd0UbUx6c8Ho8T/r22rFjvrNql2qZWRYaHOssQXT62j07r3/2rOwVTI7tRH/tRI7u1+r4+BII44gu0CQL/NKvAeaE2QeBlYzL1w7NylU0QCAAA0LHdA8vKvNewD/Xxie0VdU4I+PqyHSqqqHOODeudpMvHZupbI3orKTbi6L9MjexGfexHjezm8X19CARxWBBo1gY0IwIXb93rBIHmxdkEgX27EwQCAAAA+HqqGpr17qpdemP5Di3cPyU4LSFKM87McWYfDejJpoQA4AYCQThB4NyCcj0wq0BLt+1VeGiIrhjXxwkC+6TEut08AAAAAH6k2ewSvKHMCQE/XLdbTS1tzpTgC4b10qVjMnVGXqrCw9jYAADcRCAY5EHgnI1lThC4vGifEwReOb6Pbp1MEAgAANDpi4WPGMHujraiPietrc2jZUV79c8VO/XOF7tUUdvkHD+lX4ouHtVb04f1UlLMMaYEHw81shv1sR81sluo7+tDIBikQeBsEwR+VKAV2/cpIixE3z0lS7dO7q/MbgSBAAAAnc508LOy3G4Fjob6dNiGkmq9uWKH3lqxUzv21TvHcnvE63sT++nCkRmd9/6CGtmN+tiPGtkt1Pf1IRAMsiDwkw2lThC4srjSCQKvnpClWybnqndyjNvNAwAACFwtLdK8edLEiVI4XXDrUJ+vZUt5rd5euVP/WrVTG3fXOMcykqJ186QcXTiitwb1SlBIyJd2CT5Z1Mhu1Md+1MhuLb6vD/8KgiQI/Hh9qTM1eFVxpSLDQnXNhL66ZXJ/ZRAEAgAA+EZ1tdstwLFQn2Mq3lund7/YpX+t3KUvdlQ6x7rFRjgzjS4ckaFx2SkKDe3kEPDLqJHdqI/9qJHdqn1bHwLBAA8CP1pXqj/PKnBetM1Cvted2lc/mNxfvZIIAgEAAAAc3faKOs1cvUvvfFGildv3OccSosKdjUG+OSJDp/Xvrgg2BwEAv0QgGKBB4AdrdztB4JqdVYoKD9X1p2XrB5P6q2dStNvNAwAAAGCpbXtqNXN1iWZ+sctZZsiIjwrXRSMzdP6wXpo0IE1R4WFuNxMAcJIIBANsZy8TBJqpwet2eYPAG0/vpx9MylGPRIJAAAAA14SFSRMmeK9hnyCujxlMUFBao5lflOi9NSXO+4hDQ8ALhmfojLxURUe4/P8miGv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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8 散点图",
   "id": "cdb4bfa45b3c214b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T08:15:01.443408Z",
     "start_time": "2025-02-28T08:15:01.116545Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17,\n",
    "     18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22, 23]\n",
    "x = range(1, 32)\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter(x, y, label='3 月份')  # label参数设置图例\n",
    "_xticks_labels = ['3 月{}日'.format(i) for i in x]  # 设置 x 轴刻度标签\n",
    "plt.xticks(x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45)  # 步长为3，每隔3个显示一个标签\n",
    "plt.xlabel('日期', fontproperties=my_font)\n",
    "plt.ylabel('温度', fontproperties=my_font)\n",
    "# 图 例\n",
    "plt.legend(prop=my_font)\n",
    "# 显示网格线\n",
    "plt.grid(alpha=0.4)\n",
    "plt.show()"
   ],
   "id": "22f7f4222743bf4a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9 条形图",
   "id": "d436050c04a2c5b6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T08:23:05.317090Z",
     "start_time": "2025-02-28T08:23:05.089067Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)), b, width=0.3, color='r')  # 绘制条形图\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)  # 设置 x 轴刻度标签\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.3, str(height), ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "4b352a1e447efd91",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T09:49:21.748503Z",
     "start_time": "2025-02-28T09:49:21.657409Z"
    }
   },
   "cell_type": "code",
   "source": "list(zip(a, b))",
   "id": "ba1c121d11cf88c8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('流浪地球', 38.13),\n",
       " ('疯狂的外星人', 19.85),\n",
       " ('飞驰人生', 14.89),\n",
       " ('大黄蜂', 11.36),\n",
       " ('熊出没·原始时代', 6.47),\n",
       " ('新喜剧之王', 5.93)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "68cbcb2fbba65855"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T10:30:21.475033Z",
     "start_time": "2025-02-28T10:30:21.147232Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "        107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "        99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86,\n",
    "        95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129,\n",
    "        116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139,\n",
    "        125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "        102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122,\n",
    "        109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103,\n",
    "        144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "        110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137,\n",
    "        105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "        100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "        101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "print(max(time), min(time))\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)  # 绘制直方图\n",
    "print(group_num)\n",
    "# 绘制直方图\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.hist(time, group_num, color='blue')  # bins参数设置组数\n",
    "# plt.hist(time, bins=group_num)\n",
    "# # 修改 x 轴刻度显示\n",
    "# plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\", fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "fa6f8a8e24123216",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n",
      "39\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "98489aca41e61d8f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-28T10:35:17.655624Z",
     "start_time": "2025-02-28T10:35:17.421457Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]  # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]  # 各部分颜色\n",
    "explode = [0, 0.05, 0]  # 各部分突出值\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\"\"\" 绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "patches, l_text, p_text = plt.pie(size, explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False, startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "538b742907613b4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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xbNkyrWbAm4wwzJ49WxudkCkIeS7PQ8yZMweFCxfWtl6WnQ31wmSArDWZK+O2TZvy1ZiUkOJz6Votuag0rGQuag/RyVxVMH36dO1uX3Y/HDFihDYicOvWLeTJk0cb5vfYuXNnzDSAkFUO/fr106Yv5GIvCYUkMd4PmZJ49NFH0bt3b61WQS8sICTzO3YMeOUVwD38RmSGWarp012DVO+8A/TrJ3eiqqOi+OTOnVub55cLq5A7dpn7954aaCCFIckgw/txh/i9NZUbGECbspACQdmqWAoKq1evrtUqyJ2/FBXu2rVLu/CfP38+5nNlm2WpH2jTpg30xGSAzEuG7mR1gJR0y2oBIpOJjATeftvVzVBWi8myRDIPGWqX+X1Zsy9D+6J///5a1b8sKwymRYsWaQWDnhUIMtpQo0YNbdTAQy76Q4cO1e7ypZBRyLbDQqYdtm/fro0QeG9nLFMcUk+gN04TkHlLuStUcK0QYCJAJieF6LI7onQ15IIW85CqfrmQStGeXIglIRg2bBg+//xz7X3PI3PmzMle0y/TAlKQ6KlFkOmCS5cu3XNelSpVtOkC71oCjylTpuBJ2X/bTRKKkydPakWEeuPIAJkLpwTIwmSEYNEiYMgQoEcPIJ5l6mSgsLAw7cIsTYamTZum9RSQO29Z7+89MtCuXTtt9YEkD3In7n1n7m/UQfoRVJOlJu6Cxbg8qwiEFCk2bNhQW1EgSwu9aweE1Bts2LABP8h2m26yTFG+jqyG0BuTATLPJKxUyg4cyJEAsjS5GXzhBUCmpL/+2rUCgYwnd9Uy7D5//nzMmDFDSwCku98nn3wSc8748eOxdOlSrFq1CoMHD8bChQvx/PPPaxd2qSvwRxIMWV3g3dlQLvSeu3jvREFWCchzyrx/z5498dRTT8U8j5wnoxWyUkCmGiSBkcRh27ZtWuzFixePN9EINiYDpN7evcBzzwHr1qmOhCho/voLePBBV2IwaBCQJQtsJSkdAY0klfcyElChQgVtzb9cZIUMz3tWD0hxnkwjjBs3TltKKPP3z8qS5SSQC3azZs20EQixePFircOhuCFt0iHTSB3uSSiaNGmijQCsXLlSKyz0PJf0MZCkQNopGyFFtB47NRAFQn71pIvXm28C16+rjsYx9hSqh1KHl6oOw1Hy5nVtmdGsGSxHLmTS8EYulFJ4R8ElUxOSiAQyNaHnz4gzWqSGdNN67DGgd28mAmR7J08CzZsDXbtyFoxiy5EjR7ISgWBhMkDGGzPGtVJg5UrVkRAZavx4QPacWb9edSREsTEZIOOcOgXUrw/07CkTeqqjIVJi3z6gdm1AVrJ5bV9PpBSTATLGihWuW6KlnKsmkrbzsnDGqx8NkVJMBkj/JYNyC1SvHncWJPIiq8vi2dY+llNXT+Fi5EWjQiIHYzJA+jl71vWKJ7dAkhQQkSZPHlcfAn9L2e9G30WbWW1QaUwl/HH0DyPDIwdiMkD6WLsWkDWznBYgikUSAFl+7l727tPg1YOx6vAqHIk4gkcmPoKPf/842bvrOZE0A5LdAeOS/Qr0+H727dsXv/32W5I+V5oTeccn+yoYhckABZf8cQ0b5mrUfvy46miITOe111yzZv6sO7oO7696P+b9O3fv4I1lb6DRtEY4d924C4QdSNMe2UbYu1OgNPuRXQOlJbE0J7py5YrW+EfIsWvXrmkNf+Tc+B7SuEg6B3qT80XVqlW1hkGSaMhDLvCSIDRq1CjmMVp2tYpDPr98+fJal0Tx1ltvJXu/hMRgMkDBI38crVq5NheSCikiikW60w4e7P+cSzcuod3sdoiKvnepweK9i1FlTBVsPbVVvyBt5MCBAxgo05QA8ufPr+0/IO19pTOhNOmRDoHZs2fXthWWboRC2gBLm+E0adJonQDje0hjn8aNG8f6WvI5WbNm1RKB48ePa42EZCfCWbNmYfPmzdp2xbJj4tatW5EtW7Z7Yp06dSquX7+uxSIGDBiACRMmYMuWLYZ8r5gMUPCWDYaHA7NmqY6EyJQyZwakU21Cbea7LeyGwxGHfR4/evkoan1XC/N3zYfq6Q4jH4m1f/9+1KtXD6+99hoOHz6Mzp07Y/jw4drWwfPmzcOSJUuwe/du1KpVC2PGjMG/svUkoG1kdPHiRe3CLHf/8T1k5ECew5t8jRYtWmgjDNJVsFOnTtqWxjIqIbsili5dWrvzP3XqlLZRkbfLly9rF/8PP/wwZgOjQoUKaSMK8vmnDSi+ZjJAybd1q6sJ+4YNqiMhMi1pMV+smP9zxm0ah1k7E06or92+huY/NtfqCCh+MgowadIkjB07Vtv1T/YneP3111GiRAltyqB9+/balsP79u3DRKnm9NppUO7c06dPr40AxPeQO34ZCfAmowILFizATPeOq/L1atasGfOcQjYyku2Uc+bMGetz5aIveyRITN7effddbeOj8PBwbSRDT0wGKHkWLnR1UDl6VHUkRKYl+9P873/+z/n37L/o80ufgJ9TVhtIHUGn+Z1wK+pW8oO0GRnOr127traFsVz85a08OnbsiO7du8e8/84778TM93vI+1IXEB+pAYhbLyB1BDKt0K1bN21qYs+ePdrogkwleD/PsmXLtJoBbyNHjsTs2bO10Ql5bu/aBDFnzhwULlxYG7GQnQ31wmSAku7TT4GmTdlNkMiPEiWAeOrFYrl55ybazG6D67cTv0/HxC0TUff7uiwsTIboOKsKpkyZoo0AyDbGcR+yj0CNGjVinT99+nTtbl92PxwxYoQ2InDr1i3kyZNHG+b32LlzZ8w0gJBVDv369dOmL+RiH1+dgoxSPProo+jdu7dW7KgX7lpIiScZ64svAmPHqo6EkoC7FhpH6gP++AN44AH/5/Va3AujNoxK1tcqkq0IFrZdiHJh5RBMvnbES8o8fnIk9UqVO3du7QIuF1Yhd+xyUfcu4mvQoEGsCn9ZXSDnycX53jhcqwRk6iFQTZs21aYAZKWBFAhKsiGrGYR8b+XOX0Ybdu3apV34z58/H/O5UtgoRYlt2rTRdddC9VslkbXIkJesGFiwQHUkRKY3ZEjCicDC3QuTnQiIg5cOouZ3NTG9xXQ8VeKpZD+fHchQu6zVlzX7oaGh2sekol8umLKs0JfMmTNrj8RYtGiRVjCYMqVrwF0SBhlBkFEDD7noDx06VLvLl0JGIRdwIXUI27dv10YIvHcxlCkOqSfQG6cJKHAyRNWgARMBogDInlyvvur/nBNXTmhz/sFy+eZlNJ7WGF/99VXQntPKpKpfLqRStCcXYkkIhg0bhs8//1x73/PInDlzstf0y7SAFCR6ahFkuuDSpUv3nFelShVtuiC+mgQZMXjyySdj3peE4uTJk1oRod6YDFBgLl50dUqRDYeIyK/cuYFJkxJuN9x+Tnucj/xvSDgYpD/BS0tewrC1w+B0YWFh2oVZivoGDx6szeFLZX6fPn1iLtryaNy4sbb6QAr45CIdyOy5FBnKVIKHZxrCm2cVgef8hg0bal9flhZ61w4IqTfYsGGDVtzoIcsUZXQjMVMSScVkgBIma1zr1JFqF9WREJmeJACSCEhC4M/QNUPx26Gkta0NRP/l/THwN1fDHSeSC/o///yDQYMGoWLFilqxnnT3k+Y/HuPHj9cK/FasWKFdpBcuXKhNIchQf3zFg94PqSeoLC3X3eSiLUsH5S5eHj169IhpLyxvJVmQef/Jkyfjp59+ivk8qRWQKQvphzB//nwtgZHEYdOmTRg1apTWJCm+RCPYWDNA/h05Akihy969qiMhsoRXXnFNEfgjGw+9t8r3nHWwfLD6A0TeicTH9YLfj8DspedSeS+dBitUqKCt+ZeLrPC+85fiPJlGGDdunNYxMFeuXNoogszZywXfH2lbLA8PuWA3a9YM06SzlHSLXLxY63DoKfATHWSNaZznaNKkiTYCsHLlypjkQp5LigYlKZB2ykbgagLyTRKAunXZQ8BmuJpAP1WrAuvW+e8yGHEjQtuJ8NClQ4bF9WK1FzHyqZEJXuD0qlQn/3UNkoh4Fw2q+BlxmoDit2+fq70wEwGigEhDukDaDXdf1N3QREB8teErrc2x1CmQueTIkSNZiUCwMBmg+KcGZETg5EnVkRBZxldfAcWL+z9n/N/j8eOOH40KKfbX3jweHeZ20HZAJIqLyQDdu+GQ1AhIQkBEAZGW8h07+j9n17ldePnnl6HS1H+movWs1mxfTPdgMkD/ka5XsnyQxYJEAZPNhwJpN9x2dtsktRsOtjn/zkHzGc1xOyp2P/6EsLzMvILxs2EyQC6XL7tKoLdvVx0JkWVIfYDUCSTUrO71X1/HllPG7EsfiJ/2/oTOCzoHdBHxrJWXpjpkTrLdskjOEkT1VQuknvwiSWfBTZtUR0JkKYMGAdWq+T9n0Z5F+PKvL2E2k7dNRliGMIyoP8LveVLcJq1yZfmbXGw87XZJPUnmJBGQdsuy14J3k6PE4tJCp5NsX7bU/PVX1ZGQQbi0MDhkRu2XX/x3GTx55SQqfFPB1DsKfvz4x+hXq5/fc2RUQJauea+rJ/OQREC6KyZl6agHRwacrksXJgJEiST9a6SfTILthue2N3UiIN5Y9gZyZ8qNjhV9V0BKt70SJUpwqsCEZLQmOSMCHkwGnGzAAGDyZNVREFmKJAATJwJ58vg/T/YGWHHQ/Ht5RCMaXRZ0Qc4MOdGgRAOf58n0AJsO2Rcnf5xqwgTXhCcRJUqfPsBTCewQvP7Yery78l1YhfQeeGbmM1rc5ExMBpzot9+AHj1UR0FkOVWqAB99lPA2wrKM0GrNfWTZY8OpDbV+COQ8TAacRnoItGgh+2mqjoTIcu2Gp0+X+XP/5/VY1AMHLx2EFcl2yvUn18fxy8dVh0IGYzLgJLL3tqwc8NqDm4gCM3IkUKKE/3MmbJ6A6dunw8qORBxBk+lNcOOOa6c9cgYmA04h+2o/8wywZ4/qSIgsp1074Lnn/J+z5/we9FrSC3bw98m/0XNRT9VhkIGYDDjFO+8Ay5erjoLIcooWBRLaUl56/beZ1QbXbl+DXUzaOgmjNyTQZ5lsg8mAE/z0EzBsmOooiCzbbjhLFv/nvfHrG9h8ajPsps/PffDH0T9Uh0EGYDJgd4cOAR06SN9K1ZEQWc4HHwAPPuj/nMV7F+OL9V/Ajm7fvY2WM1vi9NXTqkMhnTEZsDPpFtaqFQsGiZJAdvJ+4w3/55y6egrPzXtOa9xjVyeunNB6EFhtqSQlDpMBO+vbF9iwQXUUREEiO7OdN+Qr5cqVcLth2dalw9wOOHv9LOxuzZE1ePWXV1WHQTpiMmBXMtGZ0CbrREkm/faLyDyU18dk+2vZwi87ANn4JtC75VkACgHIJ7+4Xh+XDpk5AXj2zpBjV2FUu+G8ef2f9/HvH2PZgWVwCtl5ccq2KarDIJ0wGbCjXbuA7t1VR0G2TgQaxUkEbgJoDOABABsB7AQwMYDnkgTif7JRBoBfAEgL393uY98CGAdgrPv9I+6kQV8vv+za0dufv47/hQG/SczO0n1Rd2w9tVV1GKQDJgN2c+cO0L49cFX/Oyhyqjay8j7Ox5YAiADwKYBiAIYAGB/Ac8kF/1EAXQHcD+AlAD94Ha8I4AKAdQBqQG+VKwMffxxYu2EprnMaaVncalYr7S3ZC5MBu5HNhzZtUh0F2Zrcrb8c52Nyt1gdQAb3+xXcowMJkc97zOt9Kd33/P7KNINUsWdxjxrUh54yZnTNriXUbvj5n57HgYsH4FTSXKn/sv6qw6AgYzJgJ5IEDB6sOgqyPakViOtynI9L5Z3ssZ7QSpa4nycX/hPufzcEEO5OFqR2wE81XxB8+SVQqpT/cyZtmYSp/0yF0436a5QltmemwDEZsIsbN4COHV3TBESGCwGQNs7H0rlXACTm87w/RwpgpVL/rnu6oCwAfSra27QBOnf2f87e83vx0hKZxiBZStlpfidtyoTsgcmAndoN7wxkWJZIDzncF25vVwCkSeTnxf2czO7RhYUAugCYF/QVBUWKAN98E0C74dltcPUWa3G8NzSSDoVkD0wG7GD1auCzz1RHQY4mSwq929YedK8wyJHIz5OWvvnjFCY+6S4irOw+FrwmWiEhwNSpQNas/s97c9mb2uY9FNuELROwcLckamR1TAasTlYNyHZqd2UolUiVR9zz/xPc78tqgsfddQPikmydGc/ntQAgW/7+477j/zJOoeCf7sLEbDJQLz3/3P8OjvffB6rL0/vx876f8dmfTLb9LTc8f92YZlCkHyYDVvfmm8BBuQsjUinEvUzwJXex33wA3ptjZXdf8OOSWoDeAKq67/oleXjBq59Bcfe/pRfB++6kQ6YOku+xx4D+CRTFS0/+Z+c9a+t2w8klLZllhQVZW4po6alJ1vT330C1ahwVoETZU6geSh1eqtOzn3IvDZTb7dBEfJ7Uuxx3rx5IqM4g+XLmBLZuBfJJ00Mf5KXxySlPYul+vb5X9jK1+VS0vb+t6jAoiTgyYFWSw73wAhMBMpk87iWBiUkE4F4pUM+QREBMmOA/ERDD1w1nIpAIstKCuxtaF5MBq/r2W2D9etVREFlOr15AI+mm7MfGExvx9oq3jQrJFi5EXsAbyxLY5pFMi8mAFZ07l/BkJxHdo2JF4JNP/J9z5eYVx7YbTq7vt36P9cd4k2JFTAasSBKBC7LUiogClSEDMH06kDZub6Q4Xlj8AvZd2GdUWLYihZa9lvTS6i3IWpgMWM0ffwDffac6CiLL+eILoHRp/+f8sPUHTN422aiQbGnDiQ1a/wGyFiYDVhIV5SoaZNZNlCitWgFdZWNEP2Q04MXFLxoVkq29ufxNRNyQXSzJKpgMWImUQG/ZojoKIkspXBgYO9b/Obejbmt1AlduSTtkSq4z187gvZXvqQ6DEoHJgFVERgLv8Y+LSI92w28tf0tbQUDBM2rDKOw8y/1SrILJgFWMHAkcl6YsRBSogQOBGjX8nyO9BEb8McKokBzjzt076P2zdJckK2AyYAUXLwIffaQ6CiJLqVMHeOuthIezO87tyHbDOll2YBnm/jtXdRgUACYDVjBsmCshIKKAhIYCkycDKf28wsnyN9l34PQ1ds3T06tLX9W2gCZzYzJgdjI18KXs5EZEgZLVt/m9d0KOx6d/fKrtSEj6OnjpICZs5lJDs2MyYHayx6oUDxJRQF58EWjSxP85m05swlsrEphDoKAZsnaItmKDzIvJgJnt2eNaTkhEAalQARg+3P85V29d1ZYRcujaOEcijrARkckxGTCzDz8E7txRHQWRpdoNp0vn/zxpLLT3wl6jwiK3IWs4OmBmTAbM6vBh1ysbEQXks8+AMmX8nzNl2xRtMx0y3uGIw5i4ZaLqMMgHJgNmNWIERwWIAtSyJdC9u/9zDlw8gOd/et6okCgerB0wLyYDZt2iePx41VEQWcJ99wHjxvk/h+2GzeHQpUOYtHWS6jAoHkwGzNpt8Pp11VEQmV6qVK52w9my+T/vnRXv4K/jfxkVFiVQOyDdCclcmAyYzbVrwKhRqqMgsoR33wVq1Uq4C94n6z4xKiQKoO/ApC0cHTAbJgNmI+OdFy6ojoLI9MLDgXfe8X/O2Wtn2W7YhAavGczRAZNhMmAmt28Dn36qOgoi08uRI7B2w8/Nfw4nr540MjQKcHRgzr9zVIdBXpgMmMnMmcDRo6qjIDI9qa8tUMD/OV+s/wKL9y42KiRKpC/Xs826mTAZMJNvvlEdAZHpPf880LSp/3M2n9yMN5a9YVRIlAS/H/1d+zmROTAZMIudO4E1a1RHQWRq5csnPJN27dY1thu2iC//4uiAWTAZMIuxY1VHQGRq6dMH1m6415Je2H1+t1FhUTJM3z4d566fUx0GMRkwiRs3gO/ZIpXIHxkRKFcu4YsLN8Sxjht3bmD832ywZgZMBszgxx+BixdVR0FkWs2bAz17+j/n4MWD6LkogZPIdMb9PU5b+UFqMRkwgzFjVEdAZFoFCwLffuv/HFmz3m5OO0TcjDAqLAqS/Rf3a42hSC0mA6pt3w6sW6c6CiLTthueMgXInt3/ee/+9i7+PPanUWFRkI3ZxBsi1ZgMqMbCQSKfpMPgww/7P2fFwRUY9vswo0IiHSzYvQCnr55WHYajMRlQKSoKmDFDdRREpiRJwIAB/s+RSvQOczvgbvRdo8IiHdy+e5uFn4oxGVBpxQrgzBnVURCZjkwLyPSATBP402l+J5y4csKosEhH07ZPUx2CozEZUImjAkTxkoJBKRxMqJ3toj2LjAqJdLbt9DbsPsf+EKowGVC5KdEcbtRBFFePHq6lhP5sPbUVr//6ulEhkUF+3PGj6hAci8mAKkuXsrcAURzSVOizz/yfc/32dbSZ3QY3o24aFRYZ5MedTAZUYTKgCqcIiGKRNsPSbljaDvvz8pKXsevcLqPCIgNtP7OdP1tFmAyoaj88f77qKIhMZcQI10ZECQ0jj9/M9rV2xqkCNZgMqLBkCXD5suooiExDtiR+4QX/5xy6dAjdF3Y3KiRShMmAGkwGVJg1S3UERKZRoAAwfnwA7YZns92wE+w4uwM7z+5UHYbjMBlQ0Wjo559VR0FkCilTuvoJ5Mjh/7z3Vr6HP479YVRYpBhHB4zHZMBof/4JXLigOgoiU3j7beCRR/yfs/LQSgxdO9SokMgEZu6cqToEx2EyYLTFi1VHQGQKtWoBAwf6P+f89fNoP6c92w07jEwTcKrAWEwGjMZkgAjZsgFTpybcbrjzgs44fuW4UWGRiSzdv1R1CI7CZMBIp08DW7eqjoJIuXHjgPvu83/OqL9GabvZkTPJbpRkHCYDRvr1VyA6WnUUREp16wa0bJlwn/p+v/YzKiQyoVWHVyHqbpTqMByDyYDRLYiJHKxsWeCLLwJoNzyrDW7cuWFUWGRCl29exoYTG1SH4RhMBoy0bJnqCIiUthueNi3hdsN9fu6Df8/9a1RYZGLLDyxXHYJjMBkwyu7dwMmTqqMgUuaTT4AKFfyfM2vnLIz7e5xRIZHJrTjEugGjMBkwyh9smELO1aQJ8NJL/s85EnEE3RZ2MyoksoB1R9dxusggTAaMwmSAHCp/fuC77/yfI4Vi0m740o1LRoVFFiCJwO9HflcdhiMwGTDKunWqIyBS0m548mQgNNT/ee+veh+/H+WLPt1r+UHWDRiByYARZIfCneymRc7z5ptAnTr+z1l1aBUGrxlsVEhkMew3YAwmA0btR3CX7VTJWWrWBN57z/85FyIvoP1cthsm3zae2KgtMyR9MRkwAusFyGGyZnW1Gw4J8X9elwVdcOzyMaPCIguKio7C3yf/Vh2G7TEZMALrBchhxo4FChXyf87oDaMxb9c8o0IiC9tyaovqEGyPyYDepP3w+vWqoyAyTJcuQKtW/s/ZfmY7Xl36qlEhkcUxGdAfkwG9HTwIRESojoLIEKVLA19+6f+cyNuRbDdMibL51GbVIdgekwG97dihOgIiQ6RNC0yfDmTI4P+8vr/0xY6z/LugwP179l/cirqlOgxbYzKgNyYD5BAffwxUrOj/nDn/zsGYTWOMCols4vbd29hxhq+lemIyoLft21VHQKS7Ro2Al1/2f87RiKPouqCrUSGRzbBuQF9MBvTGkQGyuXz5gAkTEm43/L85/8PFGxeNCotshnUD+mIyoKeoKGDXLtVREOnabviHH4CcOf2f9+HqD7HmyBqjwiIb4siAvpgM6OnAAeAGK6bJvt54A3jsMf/nrDm8BoNWDzIqJLKprae3IlqWapMumAzoiVMEZGPVqwMffOD/nIuRF7XpAekiR5Qc0pL44KWDqsOwLSYDemIyQDZuNzxtWsLthrsu7Iqjl48aFRY5YIkh6YPJgN7TBEQ29M03QOHCCZyz8RttKSFRsByJOKI6BNtiMqCno7wjIvvp1Alo08b/ObIm/JVfXjEqJHIIJgP6YTKgJyYDZDOlSgEjR/o/R9oMt5ndBpF3Io0KixzicMRh1SHYFpMBPTEZIBu2G86Y0f95MiIgGxERBRtHBvTDZEAvFy8C166pjoIoaD76CKhUyf85siXx1xu/NiokchgmA/phMqAXjgqQjTRsCPTp4/+cY5ePocuCLkaFRA504soJ3Ll7R3UYtsRkQC9MBsgm8uZNuN3w3ei7Wj+BC5EXjAqLHEj6VRy/fFx1GLbEZEAvTAbIRu2Gc+Xyf550GFx9eLVRYZGDcapAH0wG9HLsmOoIiJKtXz+gbl3/5/x+5Hd8sCqBVoREQcJkQB9MBvRy7pzqCIiS5aGHgEEJbClw6cYltJvTju2GyTBMBvTBZEAvERGqIyBKsixZgKlTE2433G1hN744k6GkUJWCj8mAXpgMkMXbDRct6v+csZvGYtbOWUaFRKSJuMnXVj0wGdALkwGyqGefBdq29X/OzrM70efnBNYaEungyq0rqkOwJSYDemEyQBZUsiQwalTC7Ybbzm7LdsOkxNVbV1WHYEtMBvTCZIAsJk0a17bEmTL5P++1pa9h2+ltRoVFFMuVmxwZ0AOTAb0wGSCLGToUqFLF/zkLdi/AVxu+MiokontwZEAfTAb0cPcucJW/sGQdTz0F9O3r/xzp/NZ5fmejQiKKF2sG9MFkQA+XLwPR0aqjIApInjzAxIlAihT+2w23n9se5yPPGxka0T04TaAPJgN6uHVLdQREAZEE4PvvgbAw/+cNWTMEKw+tNCosIp84TaAPJgN64KgAWcRrrwH16vk/Z93RdXh/1ftGhUTkl3S7jLzNlSzBxmRAr5oBIpOrVg0YPNj/ORE3ItBudjtuG0umwtGB4GMyoAeODJDJZc7sWkaYOrX/87ov6o7DEYeNCosoICwiDD4mA3pgMkAmlgLR+PproFgx/+d9+/e3+HHHj0aFRRQwjlQFXwLbkFCScJqATKzopb9RovUdv3/+u87tQu+fexsaF1GgUqdMYEiLEo0jA3rgyACZWKqIC8Bvv/k9p+8vfXH99nXDYiJKjNSpmAwEG5MBPTAZILObPdvv4Yq5KxoWClFicWQg+JgM6IHJAJnd3Ll+p7NalGlhaDhEicGRgeBjMqCHtGlVR0Dk35kzwJo1Pg9Xy18N92W9z9CQiALFkYHgYzKgh4S2fSOywFRB89LNDQuFKDE4MhB8TAb0Sgb8NXonMoM5c/xOabUs29LQcIgCFZKSC+GCjcmAHiQRyJBBdRRE/h0/Dqxf7/NwzYI1kTdTXkNDIgoEk4HgYzKgZ4s3IrObNcvnoRQpUqBZ6WaGhkOUENYL6IPJgF5YN0A2qBtoUZarCshcWC+gDyYDeuHIQFDIjPYx1UHY2aFDwN9/+zwcXigcOTPkNDQkIn/SpuJqLT0wGdCLzZKBl7We9v89iifw8YSsAlAGgFxmPvX6+CQA2d1vxa9yvQry/wsFPjqQKmUqPF3qaUPDsa1Id2YbaXA2HQFbYXKqDyYDerFZMrARwE8ALrofmxP4uD9nATQB0BbAHwCmAPA0xx0F4Ef3W/E7gNo6/T9RYFMFXFUQBDsAfA5ggTv7lffFYgDveT2+CPD5Drn/SIYBWOf18S0APnK/FfsBXIKt5M6UW3UItsSSTL2EhsIu7rhfux6RUogAPp4QufjnAzDAPZrwLoDxAB4FcAFAHffbowAK6PD/Q3Hs3g3s2AGUKxfv4bpF6iJbumy4dMNmVxWj3HBnzJ0A5HFnzEsByLf7BIB2AAom4vbsGoBpAGoAuF+KQAHIoo8iAP4C8AyA5QAquf+I5A/LRsIyhqkOwZY4MqCX/PlhF//IRozu15b0AJ4EcMTPxxOy1f365OnE8CCATe5/y3jKXgBZ3K93MnpAalcVSMFW45KNDQ3HVm66/zgkEYD7wi1TBVHuYbJC7j8geQQyHb7N/YcSLjcd7reesg953sLutxHuPySbyZ2RIwN6YDKgl3xy72sPOwGUAvCD+3VIhpO6+/l4Qi67b2I8srhvkOC++FeQKnb3ayjXZJhkVQH3Kki6rO5fargTgD8BlJaW0O45/W8ADHL/IQUy+HLafcH3ZNNy33HS/e80AM67kwrJ1svDdjgyoA8mA3qx0cjA/9y1ATIqWQLAaHdhX2MfH5eLvT8hcW6A0gHwbJb7hvu1rIT7easCaON+zSQd/fMPsFfGZOJXv3h9ZErD1CxZTgEYDmAfgKfcowJyZy9dn593vxovDOB5brqrbD3kj+mK+98ybfC1uzpXEg8bFt5zZEAfTAb0YqORgbjC3NMDJwP8eFw53K+DHlfcNzTeN1LbZSrbPQIqBdj/BjF+SvzoQLqQdGhQooGh4diOXMM6uP8AFrhHC3q46wUkKWgI4IC7xiChV+1UcbLr2+5/13Zn1KHugpsxAGbaK5tmAaE+mAzoxUYjA/0ATPV6/w/3L863Pj7uqYXypZr7XA+pp/L+bu1wj25ecNdYFXWPFpDiVQVluKogWWRYX+4Rmrmz27hLDDO6L9pXE3ie9F5DaZ6RglRxhtrOuP9oCruH6ryzb4vjNIE+mAzoJU8eIKU9vr0VAbzjLlCWIuieADr6+bhnV4bLXjcs3pq4lwwucx//WIahvY7PcY+cZnPfKB11/5t0tnEjcPiwz8MyMpA+RK5ElCiH3H8gHqncicEqd7GNxzH3xxMq+svn/qPwnn7wXsksiUCYO9nI5Z5SMLK3gc44TaAPe1ytzCgkBAizRwbbHkBrd1FfW3dh9Cg/H/eo4F5RFZe0DPlMLi7ukdPd7qTCs1xRpgmk4ai0upnunvaMf9EbGTk6kDFNRq12gBIp1L1cZqO7wl+y52LuVQUr3Bmv1BEscmfYnjmzG+55/7hKuZOB/e7jv8fp9vWvu2Ygnbv5x2X3v22C0wT6SBEd7WcPU0qeqlWBTZ5FcxTXQQC7ADzMVQPmUbMm8LtcXeI3edtkdJgrE9+UKHLh/tmdDBR31wdkdA+PbXDflkn2XNcrGfjMnWHLhT0u+Zwl7nPlQt/V/UcU5T5W3b0yYZK7RuF/9rj1k9qVyLdtNMxhx2Tgzp072LhxI6pXl9/C/5w5cwa5cuXSdkALpr59+6JJkyZ49NHEd9SIiopCqlSpYuJLmTIlcubUocVlixauPeOJrEL+To8d81kAG3EjAmHDw3Ar6pbhoVEcctd/DsB99lw1EJ8SOUpgT689qsOwpaDlil9//TVat26NEydOxCQHd+/exeOPP4733nsPV69exZUrV3D2bPIqWW7fds1CV61aFS+//DIkl5GHXOAlQWjUqFHMY/To0fF+fvny5bF69Wrt/bfeegsffPABdFFKxvOILETuDebO9Xk4a7qseLzo44aGRD5kd6/BdUgiIEqEyv9wcMg16s8/pelDbHKDqMeAuVyffvvN03g9ceT65h3fuXOSBZowGThw4AAGDhyo/Tt//vy47777ULx4cQwZMgQHDx7E999/j+zZs+Ohhx7CI49I89qky5QpE7JmzaolAsePH0eWLFmQIUMGzJo1C5s3b9ZGJvr374+tW7ciW7Z7y86mTp2K69eva7GIAQMGYMKECdiyxdPMO4hKlgz+cxLpjQ2IyKRK5gjeaypvYIOcDOzfvx/16tXDa6+9hsOHD6Nz584YPnw4duzYgXnz5mHJkiXYvXs3atWqhTFjxuDff5O3Yly+RosWLbQf0IULF9CpUye88MIL2g81c+bMKF26tPaNO3XqFJ544olYn3v58mXt4v/hhx8ibVpXOl2oUCHtByKff/q0tPYKIiYDZEXyouPnBVB2MQxJyW1NyLojA0m9gY2MjNQShvjIxT0iIgLXrsnmEda7gU12MiDfxEmTJmHs2LHIly8fli9fjtdffx0lSpTQMq727dujZMmS2LdvHyZOnJjsgOWbumDBAsycKZ00oH29mlL0JCt23HUAa9euxQMPPHBPHYBc9AsWLKjF5O3dd99FgQIFEB4erv0iBE1p6TlKZDEyJDlvns/DoRlCEV5I2kERGatkaPJvsJJzA5s9e3btOiM1cHEfISEh2sV85MiRlryBTXYykDp1atSuXRuHDh3SLv7yVh4dO3ZE9+7dY95/5513YoZLJIO6ceNGrHkQXyQLk3M9wzhp0qRBt27dtMxuz549uHjxIho3boybN6XzhsuyZcu0IRdv8gOaPXu29sOVryvP5XmIOXPmoHDhwrj//vvx2WdSxhsEOXIAubkMhiyIUwVk02QgOTewx48f1+7+Zfog7kMu3DKXLyMAVryBNXSxiacoY9q0aUifPr2WScWXYXk/5Jsl54rp06dr36xx48ZhxIgR2jf01q1byJMnj5YleezcuTMmixJSJNKvXz8t+5OLvSQUksR4PySjk5UJvXv31uaKgqZs2eA9F5FRVqwALvneNadZmWZImcIGa9XIMmRvjIJZEupvqs8NrEdoaKg2zC9D/3Efcpcvx2UKwMNKN7BBm/jLnTu3dnGXb7SQ/2G5mHtnVg0auHqby0V88uTJMRdlf8mDXOzlISQ7ipsheWvatKn2VjI+mV+pXLmyVgwiczIy1CPfuHbt2mHXrl3ahf/8+f+a3Mq8kAy/tGkj2+IEkewRn8QKUiJl5EVwwQKgo/SUvFeeTHlQq2AtrDmyxvDQyJnK5iob9CXqCYlO5qoCuYHt1atXzAiA3MQKuYH1rkWQG1iZuoh7Aztq1CjtYu/LRx99pI0oBOMGNijJgGQqMjwiSx4kMxJSEJEuXTqtKjOuokWLao+kWLRokTbfIr0BPD+sGjVqaN90D7noDx06VLvLl3kgUaSIa9Ncydq2b9+ufYMlefGQDFGGY4JOkgEiq04V+EgGPFMFTAbIKOVyBfe1NDE3sEllpRvYoCQDUhQhF1LJUITMn8jHZK7E+xsr/yOS7ch8R1LJKIHM58iwipCKzG+/lS1zYqtSpYqWbclQjPeUgZgyZQqefFJaeyEmoTh58qQ2BxN0lSsH/zmJjLB0qfwxA5m9G9//p3mZ5uj7S19E22lLPDKt8mGyfVlwJPYGNjmscgMblEm/sLAwbY5F5kQGDx6sDYFIYUOfPn1i5l/kIfMkUryRHPFNK3iGYITM8TRs2FD7+lKZGTcRkHqDDRs2aHNDHlLlKb8cUkwSdJUqAWm8N+glsggp3P0pvt0lXApmLYhq+WUPSiJrJQPeN7ByIQ4NDcWwYcPw+eefa+97HlIHkNw1/Z4bWM91UKYKLsVTj+N9AxuXETewyR4ZkKAka5k/fz5mzJiBOnXqaM0RPvnkk5hzxo8fj6VLl2LVqlVaspAcctGWykvPN0HWfVar5npBkiILSRZk2KRnz5546qmnYj5PzpMfthRaSKYmCYwkDtu2bdNilzWm/uoXkkySEUkI/vor+M9NZMRUgZ9hSJkq+Os4f7dJf/eH+Z47T+oNrKxWk4L2IUOGaHfecv3yHhmQIXq5gZXkQe7Eve/M/V2jvK9Lgd7AynXN3w3sDz/8oOsNbLKTASlckG9khQoVtCUT8k0Wkt14ii9kbkOyMPmfkkrM5JBvbLNmzbQfoFi8eLHWIEJ4liB26BB7IxX5gcs+BvINXLlypTYv43kuWQYiPwzpRqUbaRbBZICsaMkSyaQB94qe+JKBN5a9YXhY5CyFshZC3syyzWPyJeUGduHChXj++ee1a0ZCRYxyvZHVBd6dDa1wA+uYXQsls5NEJJDMLuimTJFKEuO/LlEwyGZbzZr5PFx5TGVsOaVDO28it3b3t8OU5lOC8lxS0ybTxHID26VLl5gb2L59+2or3OQCvHfvXm39vhTyJfcGVi7kMswf9wZWagZkBUGPHj3QsmXLexKK+vXrazew0m3QcwMrpBmSJAWykuCxxx5DsDgmGVBq3z6gRPA22CAyVLt2roTWh0GrB2HAbwMMDYmc5asGX+GFai/ASS4YfAPLriFGKF5culWojoIoaRYtkioon4fZjZD0Jj0tnCZHjhyGjmQzGTDKgw+qjoAoaS5fBn791efhMrnKoEzOMoaGRM6ROU1m3J87eMWDFD8mA0Zx7zhFZEncq4AUqV6gOltfG4DfYaPUqaM6AqKkmz9fyqJ9Hm5ZNnYBFFGwOHGKQAUmA0apUUM2tlYdBVHSXLgArFzp83DFPBVRLHsxQ0MiZ6h1H5MBIzAZMIp0IQznHvBkYbNm+T3MqQIKtlQpUmnTBKQ/JgNG8tqVishy5s2TBdA+D7coy2SAgqtC7gra1sWkPyYDRnriCdURECXd6dPA2rU+D1fLVy0o+80TebBewDhMBoxUpgygx86IRCZYVSBtWmUnQ6JgebL4f5vzkL6YDBiNUwVk9dbEfpqWclUBBUuG1BlQt2hd1WE4BpMBozEZICs7dszvpls1C9ZEnkx5DA2J7Kle0XpIF5JOdRiOwWRARTKQkt92sueqAmkO06y0702NiALVpFQT1SE4Cq9KRsuZE3j4YdVRECUduxGSziSpbFSykeowHIXJgArPPKM6AqKkO3gQ2LzZ5+HwwuHImSGnoSGRvTyY/0GEZXRtLUzGYDKgQvPmnCog244OhKQMwdOlnjY0HLKXJiU5RWA0XpFUyJsXqMX1s2RhnCogHbFewHhMBlThVAFZ2a5dwI4dPg/LkrCsabMaGhLZQ9HsRVEurJzqMByHyYAqLVpIlxbVURDpMjqQJlUaNC7V2NBwyB4al+TvjQpMBlTJlw+oWVN1FERJx6kC0gGnCNRgMqASpwrIyrZtA/bt89tKlpvMUGLkz5wfdQrXUR2GIzEZUKlVKyBVKtVREOkyOiDd4xqUaGBoOGRtHSt21HoMkPH4XVe9qqABXyzJwjhVQEHUqVIn1SE4FpMB1bp2VR0BUdJt2AAcOeLzsIwMsL88BaL2fbVRIrSE6jAci8mAag0buooJiWw4OiA1A/WL1Tc0HLImjgqoxWRANakZePZZ1VEQJR2nCiiZMqbOiFblWqkOw9GYDJhBly7sOUDWtW4dcPKkz8PSb0D6DhD58ky5Z7jyRDEmA2ZQrBhQh8tpyKKio4G5c30ezpYuG+oWqWtoSGQtnSt1Vh2C4zEZMAsWEpKVzZrl9zCnCsiX4jmK4+FC3NZdNSYDZmpPHBqqOgqipFm9Gjh3zufhp0s/jVQp2FOD7vVcxedUh0BMBkwkbVrg+edVR0GUNFFRwLx5Pg/nzJAT4YXDDQ2JzE+2u362EguozYDJgJn06gWk45pssiiuKqBEkhUEBbIUUB0GMRkwmbAwoEMH1VEQJc3y5cClSz4PNy/TnK1mKZbXa76uOgRy41+m2bz6KpcZkjXdvg0sXOjzcJ5MeVCzIHfqJJcnij2Binkqqg6D3JgMmE2pUkBj7udNFsVVBRQgjgqYC5MBM+rXT3UEREmzdClw9arfqQKiB/I+gLpF2XvCTJgMmFHt2kD16qqjIEq8GzeAn37yefi+rPehWr5qhoZE5tOvJm94zIbJgFm99prqCIiShqsKyI+i2YuiZdmWqsOgOJgMmFXz5kCFCqqjIEq8xYuByEifh3khcLZXqr+CVCnZgMpsmAyYlawo+PBD1VEQJd61a8Avv/g8XCxHMVTMzSpyJ5LmU50rcx8CM2IyYGZNmgAPPaQ6CqLE46oCisdL1V5C+tTpVYdB8UgRHS1bjpGpG7k8/rjqKIgSJ2tW4MwZIE38WxfvPLsT5UaXMzwsUidH+hzY12sfsqfPrjoUigdHBsyubl3gscdUR0GUOBERwLJlPg+XzVUWZXKWMTQkUuut2m8xETAxJgNWMHiw6giIEo+rCsitcLbCeOnBl1SHQX4wGbAC6TnQqJHqKIgSZ/584M4dn4dblGUy4BSDHh2EtCFpVYdBfjAZsIpBg7hnAVnL+fPAypU+D1fKU0lbc072ViVvFbS7v53qMCgBTAasomJFoFMn1VEQJQ6nChzv48c/RgreyJgekwErGToUyJZNdRREgZs7F7h71+dhJgP2Vr9Yfe5BYBFMBqwkLAx4/33VURAF7vRp4PfffR5+MP+DKJiloKEhkTFSpkiJj+t9rDoMChCTAat58UXg/vtVR0EUlKkCGT7mTob21KFCB1TIzZbqVsFkwGpSpQJGjlQdBVHg5swB/PQ241SB/aQLSYdBjw1SHQYlApMBKwoPB9q0UR0FUWCOHgX++svn4Vr31ULujLkNDYn01b9WfxTIUkB1GJQITAasavhwIFMm1VEQJXuqQOaWm5VuZmg4pB/pLvnmw2+qDoMSicmAVeXPDwwYoDoKouAsMWQDIluQxO7bxt8iTar496Qg82IyYGWvvAJUrqw6CqKEHTgAbNni83CdwnUQmj7U0JAo+J6v+jxqFKyhOgxKAiYDVhYSAnz3nestkYVHB0JShuDpUk8bGg4FlywRHVp3qOowKImYDFhdpUrAG2+ojoIoYbNm+T3MqQJrG91wNDKnzaw6DEqiFNHRftb8kDXcugVUqQLs2KE6EiL/5He0bNl4D92KuoWwT8IQcTPC8LAoeVqVa4UZLWeoDoOSgSMDdpAmDfD995wuIEtPFUjRWaOS3J3TanKkz4GRT7H3idUxGbALGRl4+23VURD5x42LbGd4veEIyximOgxKJk4T2InsHV+9OrBpk+pIiHzbtw8oVizeQ5G3I5Hrk1y4dvua4WFR4tUtUhfLOi5THQYFAUcG7ESmCX74AciQQXUkREkaHUifOj0alGhgaDiUNLIUdGLTiarDoCBhMmA3ZcoAX32lOgqipK8q4FSB6aVACi0RYMth+2AyYEfPPQc8+6zqKIjit2EDcOSIz8MNSzbUNroh8+pbvS+LPW2GyYBdjR7tcwkXkSl2MvQhU5pMeKLYE4aGQ4Grlq8aPnr8I9VhUJAxGbArqRuYOZP1A2ROXFVgSVnTZtX6CaROlVp1KBRkTAbsTEYGWD9AZrRuHXDqlM/DTUo1QeqUvOCYzbdNvkWR7EVUh0E6YDJgd6wfIDO6exeYO9fn4WzpsqFu0bqGhkQJb0LUsmxL1WGQTpgMOKV+oHx51VEQxcZVBZZRMXdFfFb/M9VhkI7YdMgpDh0CHnwQOHtWdSRELqlSuaYKcuaM9/C56+eQZ3geREVHGR4axS7o3NR9E0qGllQdCumIIwNOUbiwa1hW9jEgMoOoKGD+fJ+Hc2bIiUcKPWJoSHRvP4HvmnzHRMABmAw4Sa1awLhxqqMgCnhVAeeo1RoYPhDPlHtGdRhkAE4TOFH//sCwYaqjIHKNVJ05A2TNGu/hk1dOIv+n+RENvkwZrXW51pjWYhpSpEihOhQyAEcGnGjoUKBpU9VREAG3bgELFvg8nDdzXtQsWNPQkMjVWGjC0xOYCDgIkwEnkj/wyZOBSpVUR0LEBkQmkz9zfsxrM0/bNIqcg9METnb0KFCjBnD8uOpIyMnSpXOtcsmUKd7Dhy8dRuEvChselhNlSZsFazqtQYXcFVSHQgbjyICTFSwILF0KhIaqjoSc7MYNYPFin4cLZSuEqvmqGhqSE4WkDMGsZ2YxEXAoJgNOJy2Lf/4ZyJxZdSTkZAmtKijDVQV6G9toLOoVq6c6DFKEyQABVau6irhkuJZIBRkZkBECH1qUZd2Ant595F10qtxJdRikEJMBcqlTx7XLYUiI6kjIia5edY1Q+VA8R3EOX+vkpWov4f1H31cdBinGZID+06gRMHGia7UBkdG4qsBwPR/oiZENRqoOg0yAyQDF9r//AaNGqY6CnGjhQlffAR+YDARX18pdMbrhaNVhkEkwGaB7vfAC8OmnqqMgp4mIAJYv93m4XFg5lM5Z2tCQ7Oq5Ss9hTOMxbCpEMZgMUPz69nVtfcwXCzISpwp0175Ce4xvMh4pU/Dln/7D3wby7fnngQkTXFvNEhlBdjGU3Qx9YDKQPG3Kt8HEpycyEaB78DeC/Hv2WWDKFK4yIGOcOwesXOnzcOW8lVEkWxFDQ7IL2QHyh2Y/IFVKJvd0LyYDlLDWrYFZs1w7zBHpjVMFQde0dFNMbT5V6zJIFB8mAxSYp592NSZKz81LSGdz5wJ37/o8zAZEidOqXCvMaDkDqVOlVh0KmRiTAQpc/frAkiVAtmyqIyE7O3UKWLfO5+GH8j+EAlkKGBqSVfWt3hfTW0xHmlQc1SP/mAxQ4oSHu16oC3MXOVIzVSDL4ZqXbm5oOFaTAinw6ROf4tP6n3L5IAWEyQAlXpkywPr1wIMPqo6E7JwM+NldnVMFvqVNlRbTWkxD3xp9VYdCFsJkgJImLMxV9d2cd2ikg6NHgQ0bfB6ufV9t5M6Y29CQrCBbumz4pf0vaF2+tepQyGKYDFDSSTGhbG706quqIyGHTRXIOnmpkKf/SB3F2k5rEV44XHUoZEFMBih5UqYEhg93dStkcyIKJi4xDNj9Yffjzy5/ai2biZIiRXS0n4k5osT45RegXTvgwgXVkZBdbNkCVKwY76E7d+8g9/DcuBDp7N+3OoXrYF7reciaLqvqUMjCODJAwV16+PffQNWqqiMhB4wOSAOdp0s9DSfr81AfLG2/lIkAJRuTAQquQoWAtWuB7t1VR0J2IJ0v/XDqVEGmNJnwY8sf8dmTn7GZEAUFpwlIP5MmuTY7ioxUHQlZ2c6druWs8bgVdQu5PsmFyzcvwynK5iqL2a1mcztnCiqODJC+mxz9+SdQvLjqSMimUwXSWa9RyUZwirbl2+Kvrn8xEaCgYzJA+qpQAdi4EWjWTHUkZFVcVYDUKVPjyye/xNQWU5ExTUbV4ZANcZqAjDNuHPDKK8DVq6ojIavZvx8oWjTeQ5G3I7Wpgmu3r8Gu/QNmPjMT1QtUVx0K2RhHBsg43boBW7cCtWqpjoRsVEiYPnV6PFXiKdjR40Ufx+Yem5kIkO6YDJCx5O5u9Wrgo4+ANNxJjQLksKmCDKkz4PP6n2uthXNmyKk6HHIAThOQOjJK0KED8M8/qiMhs5Od9w4fBgoWjPfwlZtXtKmCm1E3YXWy78KEpyegeA4W3pJxODJA6khnOSkufP11V1tjIl/knmXOHJ+HM6fNjCeKPQErSx+SXtt2eNVzq5gIkOH4CkxqyVTBsGHAunWulQdESZwqaFm2JayqVsFa2NJzi7btsGzCRGQ0ThOQedy5A3z6KfD++8D166qjIbOR0aMTJ4Dc8W9dfOnGJYR9Eobbd2/DSqMBgx8bjN7VezMJIKX420fmERLimjLYsQNo2FB1NGQ2d+/6nSrIli4bHivyGKyiZsGaHA0g0+BvIJlP4cLAokXAggVAkSKqoyEzscGqguzpsuOLJ7/Amk5rUDK0pOpwiDScJiBzu3HDtQzx44+5xwG5Ro9OnQJCQ+M9fPbaWeQdkRdR0VEwm1QpUqFn1Z54v877CM0Qf/xEqnBkgMwtXTrgvfeAvXuBLl2AVKlUR0Sq60rmz/d5OFfGXHi40MMwm3pF62Frz60Y1WAUEwEyJSYDZA358wPffgts2wY0aaI6GjLzqoIy5llVINMAC9oswNIOS1EurJzqcIh84jQBWdPatcAbb7iWJJLzlqOeOQNkzRrv4RNXTqDApwUQDXUvbVnTZsW74e+i14O9kDpVamVxEAWKIwNkTbVrA7//Dsyd63Ove7KpW7eAhQt9Hs6XOR9qFKwBVXUBPR7ogb299uKVGq8wESDLYDJA1ta0qaud8eTJQPnyqqMhh64qkCSgfYX2+Of5f/BNo2+02gUiK+E0AdmH/CrLksShQ4E//lAdDekpfXrg7FkgY8Z4Dx++dBiFvyisexipU6bGsxWfRf/a/VEsRzHdvx6RXjgyQPbazKZxY1cdwcqVQP36qiMivcgy08WLfR4ulK0QquarqtuXTxeSDi9WexH7X96PcU3GMREgy2MyQPYUHg78/DOwaRPwzDPcCMmOFEwVZEydEa9UfwUHXj6gLRMsmDX+XRSJrIbTBOQMhw4BY8YA333nqkQn68uUyTVVIL0o4rH3/F6UHBWcDn9Z0mbBS9Ve0loH58yQMyjPSWQmTAbIeZXo0t/+m2+AVatUR0PJNW8e8PTTPg9X+LoC/jnzT5KfvlyuctrqgI4VOyJruviXMhLZAcdOyXlr1Nu0cdUU7NwJvPyyz/Xq5MypAqkH6FChA9Z2WovtL2xHr4d6MREg2+PIAJFslzxjBjBlCvDbb67d8cgasmVzTfukjn89//Yz23H/1/cH9FSlc5aOGQXIkT5HkAMlMjcmA0TeZBOcmTOBadO4PNEqliwBnnzS5+HSo0pj9/nd8R5LkyqNNnogSUB44XAdgyQyNyYDRP6KDmXEQBKDrVtVR0O+dO0KjBvn8/Dby9/GkLVDYn2sWr5qaFO+jTYKwIJAIiYDRIH591/X/LTcha5fD0SZb4tcxzUdeuIJoFkzV2+JHL6H9f8++TceGPsAKuepjNblWqNVuVYokr2IoeESmR2TAaLEunAB+OUXV2IgvQxkeRvpr3hxoF49VxIgjwwZAv7U/Rf2szEQkR9MBoiSQ4oNN250JQbykH9z1CA4wsKAxx4DHn/c9ShUSHVERLbFZIAomK5edU0jyI6K8vjzT+DyZdVRWUOuXMCDDwKPPuq6+Feo4GoxTUS6YzJApPfIwfbt/yUHsm/CwYOqozJH98AqVVwX/2rVXG8L67+xEBHFj8kAkdFkpEASBHnI9suet+fPw3bkzr5gQaBUKddDEgC5+Jcty/0iiEyEyQCRmXocSFKwYwewf79raaOMIsjba9dg+uY/xYr9d9H3PEqWTFShHxGpwWSAyApk1ODoUeDYMdfj+HHXxy5dcj0uXoz975s3k/61QkKAjBldQ/nyVh4yn58vH5A3b/wPWepHRJbFZIDIjm7cACIiXBszyeoGqV3wvI3777RpY1/45X0ichQmA0RERA7HCh4iIiKHYzJARETkcEwGiIiIHI7JABERkcMxGSAiInI4JgNEREQOx2SAiIjI4ZgMEBERORyTASIiIodjMkBERORwTAaIiIgcjskAERGRwzEZICIicjgmA0RERA7HZICIiMjhmAwQERE5HJMBIiIih2MyQERE5HBMBoiIiByOyQAREZHDMRkgIiJyOCYDREREDsdkgIiIyOGYDBARETkckwEiIiI42/8B5LFl+IaqCBcAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
